2025-07-10 18:54:32.177298
2025-07-10 18:54:35,062 - ERROR - Error fetching S&P 500 stocks from datahub.io: 'Name'
Processing 100 crypto instruments... 
2025-07-10 18:54:38,962 - ERROR - $HYPE-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-10)
2025-07-10 18:54:39,016 - ERROR - $HYPE-USD: possibly delisted; no price data found  (period=5d)
2025-07-10 18:54:39,071 - ERROR - $HYPE-USD: possibly delisted; no price data found  (period=1d)
2025-07-10 18:54:39,426 - ERROR - $SUI-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-10)
2025-07-10 18:54:39,478 - ERROR - $SUI-USD: possibly delisted; no price data found  (period=5d)
2025-07-10 18:54:39,526 - ERROR - $SUI-USD: possibly delisted; no price data found  (period=1d)
2025-07-10 18:54:44,975 - ERROR - $UNI-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-10)
2025-07-10 18:54:45,029 - ERROR - $UNI-USD: possibly delisted; no price data found  (period=5d)
2025-07-10 18:54:45,079 - ERROR - $UNI-USD: possibly delisted; no price data found  (period=1d)
2025-07-10 18:54:45,425 - ERROR - $PEPE-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-10)
2025-07-10 18:54:45,512 - ERROR - $PEPE-USD: possibly delisted; no price data found  (period=5d)
2025-07-10 18:54:45,565 - ERROR - $PEPE-USD: possibly delisted; no price data found  (period=1d)
2025-07-10 18:54:45,921 - ERROR - $PI-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-10)
2025-07-10 18:54:45,971 - ERROR - $PI-USD: possibly delisted; no price data found  (period=5d)
2025-07-10 18:54:46,037 - ERROR - $PI-USD: possibly delisted; no price data found  (period=1d)
2025-07-10 18:54:46,415 - ERROR - $TAO-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-10)
2025-07-10 18:54:46,462 - ERROR - $TAO-USD: possibly delisted; no price data found  (period=5d)
2025-07-10 18:54:46,511 - ERROR - $TAO-USD: possibly delisted; no price data found  (period=1d)
2025-07-10 18:54:46,880 - ERROR - $APT-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-10)
2025-07-10 18:54:46,927 - ERROR - $APT-USD: possibly delisted; no price data found  (period=5d)
2025-07-10 18:54:46,979 - ERROR - $APT-USD: possibly delisted; no price data found  (period=1d)
2025-07-10 18:54:49,955 - ERROR - $MNT-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-10)
2025-07-10 18:54:50,001 - ERROR - $MNT-USD: possibly delisted; no price data found  (period=5d)
2025-07-10 18:54:50,056 - ERROR - $MNT-USD: possibly delisted; no price data found  (period=1d)
2025-07-10 18:54:52,465 - ERROR - $POL-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-10)
2025-07-10 18:54:52,528 - ERROR - $POL-USD: possibly delisted; no price data found  (period=5d)
2025-07-10 18:54:52,579 - ERROR - $POL-USD: possibly delisted; no price data found  (period=1d)
2025-07-10 18:54:57,083 - ERROR - $SPX-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-10)
2025-07-10 18:54:57,143 - ERROR - $SPX-USD: possibly delisted; no price data found  (period=5d)
2025-07-10 18:54:57,195 - ERROR - $SPX-USD: possibly delisted; no price data found  (period=1d)
2025-07-10 18:54:59,013 - ERROR - $PENGU-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-10)
2025-07-10 18:54:59,070 - ERROR - $PENGU-USD: possibly delisted; no price data found  (period=5d)
2025-07-10 18:54:59,133 - ERROR - $PENGU-USD: possibly delisted; no price data found  (period=1d)
2025-07-10 18:55:01,350 - ERROR - $STX-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-10)
2025-07-10 18:55:01,410 - ERROR - $STX-USD: possibly delisted; no price data found  (period=5d)
2025-07-10 18:55:01,488 - ERROR - $STX-USD: possibly delisted; no price data found  (period=1d)
2025-07-10 18:55:02,168 - ERROR - $S-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-10)
2025-07-10 18:55:02,220 - ERROR - $S-USD: possibly delisted; no price data found  (period=5d)
2025-07-10 18:55:02,281 - ERROR - $S-USD: possibly delisted; no price data found  (period=1d)
2025-07-10 18:55:05,298 - ERROR - $GRT-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-10)
2025-07-10 18:55:05,348 - ERROR - $GRT-USD: possibly delisted; no price data found  (period=5d)
2025-07-10 18:55:05,394 - ERROR - $GRT-USD: possibly delisted; no price data found  (period=1d)
2025-07-10 18:55:06,128 - ERROR - $IMX-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-10)
2025-07-10 18:55:06,192 - ERROR - $IMX-USD: possibly delisted; no price data found  (period=5d)
2025-07-10 18:55:06,242 - ERROR - $IMX-USD: possibly delisted; no price data found  (period=1d)
2025-07-10 18:55:12,690 - ERROR - $CLBTC-USD: possibly delisted; no timezone found
2025-07-10 18:55:13,072 - ERROR - $A-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-10)
2025-07-10 18:55:13,123 - ERROR - $A-USD: possibly delisted; no price data found  (period=5d)
2025-07-10 18:55:13,174 - ERROR - $A-USD: possibly delisted; no price data found  (period=1d)
2025-07-10 18:55:14,695 - ERROR - $OUSG-USD: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-10)
2025-07-10 18:55:14,756 - ERROR - $OUSG-USD: possibly delisted; no price data found  (period=5d)
2025-07-10 18:55:14,829 - ERROR - $OUSG-USD: possibly delisted; no price data found  (period=1d)
2025-07-10 18:55:16,888 - ERROR - $USTB-USD: possibly delisted; no timezone found
2025-07-10 18:55:22,876 - ERROR - $SUPEROETH-USD: possibly delisted; no timezone found
✓ 97 updated, 3 failed
Processing 29 futures instruments... ✓ 29 updated, 0 failed
Processing 62 stock instruments... ✓ 62 updated, 0 failed
Processing 8 currency instruments... ✓ 8 updated, 0 failed
Processing 22 indices instruments... 
2025-07-10 18:56:13,125 - ERROR - $IMOEX.ME: possibly delisted; no price data found  (1d 2025-07-09 -> 2025-07-10)
2025-07-10 18:56:13,196 - ERROR - $IMOEX.ME: possibly delisted; no price data found  (period=5d)
2025-07-10 18:56:13,243 - ERROR - $IMOEX.ME: possibly delisted; no price data found  (period=1d)
✓ 22 updated, 0 failed

================================================================================
MASTER FINANCIAL DATA UPDATE COMPLETE
================================================================================
File location: C:\Users\Chris\BTC_price_history\Master file\master_financial_data.csv
Total records: 1,375,391
Successful downloads: 218
Failed downloads: 3
Date range: 1927-12-30 to 2025-07-10

Summary by Asset Type:
--------------------------------------------------
Crypto: 98 instruments, 2014-09-17 to 2025-07-10
Futures: 29 instruments, 1997-10-29 to 2025-07-10
Stock: 82 instruments, 1962-01-02 to 2025-07-10
Currency: 8 instruments, 1971-01-04 to 2025-07-10
Indices: 22 instruments, 1927-12-30 to 2025-07-10

Sample Latest Prices (Close field contains current market price for today):
----------------------------------------------------------------------
Crypto:
  BTC-USD: $113729.03
  ETH-USD: $2824.312
  SOL-USD: $159.90532
Futures:
  ES=F: $6330.5
  GC=F: $3326.2
  CL=F: $66.7
Stock:
  AAPL: $212.589
  MSFT: $501.7
  TSLA: $304.6275
Currency:
  EURUSD=X: 1.1693171
  USDJPY=X: 146.343
  DX-Y.NYB: 97.695
Indices:
  ^GSPC: $6288.7
  ^DJI: $44766.33
  ^IXIC: $20648.865
================================================================================

Master data loaded successfully with 1,375,391 records
You can now use this data for your analysis!
Data is available as 'df' variable for your existing functions.

Bitcoin latest close price: $113729.03 (Date: 2025-07-10)

Crypto data for today (2025-07-10): 0 records
⚠️  No crypto data found for today - this might indicate a data retrieval issue
Enhanced Multi-Asset Analysis with Traditional Round Half Up Forward Returns
================================================================================
🔮 FORWARD RETURNS FEATURES:
• Traditional round half up (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
• Optional round-to-half precision (5.25% → 5.5%, 5.1% → 5.0%)
• Optional round-to-quarter precision (5.13% → 5.25%, 5.37% → 5.25%)
• Cycle year filtering (4-year market cycles)
• Seasonal analysis (quarter filtering)
• Custom analysis function: run_custom_forward_analysis()
• Clear confidence levels and insights
• 🆕 Historical pattern matching indicators on charts (90-day ROC)
• 💱 Currency pairs support (EURUSD, USDJPY, DXY, etc.)
• 📊 Indices support (S&P 500, FTSE, DAX, Nikkei, etc.)
================================================================================
Found master dataset with 1,375,391 rows and 239 symbols
Starting automatic analysis with round-to-nearest forward returns...
📊 Will display ALL available charts per section per asset class (up to 15)
💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings
📈 Chart type: Linear Regression on Log Scale
🔮 FORWARD RETURNS: Traditional round half up ROC matching
🎯 NEW: Green vertical lines show historical 90-day ROC matches in chart period
💱 NEW: Currency pairs support with proper formatting
📊 NEW: Global indices support (S&P 500, FTSE, DAX, Nikkei, etc.)
================================================================================
🔬 COMPREHENSIVE MULTI-ASSET REGRESSION ANALYSIS WITH FORWARD RETURNS
================================================================================
Analyzing trend quality, growth rates, valuation, and predictive analytics...
Analyzing instruments by asset type...
  crypto: 98 instruments
  currency: 8 instruments
  futures: 29 instruments
  indices: 22 instruments
  stock: 82 instruments

Processing 98 crypto instruments...
  Progress: 25/98 crypto instruments processed
  Progress: 50/98 crypto instruments processed
  Progress: 75/98 crypto instruments processed

Processing 29 futures instruments...
  Progress: 25/29 futures instruments processed

Processing 82 stock instruments...
  Progress: 25/82 stock instruments processed
  Progress: 50/82 stock instruments processed
  Progress: 75/82 stock instruments processed

Processing 8 currency instruments...

Processing 22 indices instruments...

Analysis complete: 231/239 instruments analyzed successfully

======================================================================================================================================================
🔥 TOP 15 CRYPTO INSTRUMENTS - BEST TREND ANALYSIS
======================================================================================================================================================
Rank Symbol       R²       Win  Growth%  Price          Val        Dev%   Daily%  WTD%    BTD%    MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    FTN-USD      0.9876   750     133.1 $4.45          🟢UNDER      -13.5    -0.2    +0.3    +0.7    +0.7    +0.7   +26.1
2    PAXG-USD     0.9560   750      36.0 $3.3K          🟡FAIR         0.5    -0.0    -0.5    +1.2    -0.0    -0.0   +26.3
3    TRX-USD      0.9521   1000     89.2 $0.291506      🟡FAIR         3.4    +0.5    +1.4    +5.3    +4.2    +4.2   +14.7
4    APT-USD      0.9390   500     -83.7 $0.000131      🔴OVER        41.8    +0.0    +0.0    +0.0    +0.0    +0.0   -38.4
5    WBT-USD      0.9360   750     209.6 $46.59         🔴OVER        23.0    +0.1    +3.6    -0.5    +5.0    +5.0   +89.4
6    BTC-USD      0.9359   1000    103.3 $113.7K        🟡FAIR        -7.5    +2.2    +4.1    +4.9    +6.1    +6.1   +21.7
7    WAL-USD      0.9266   1000    -95.6 $0.000088      🔴OVER       225.2    +0.0    +0.0    +0.0    +0.0    +0.0   +15.3
8    SAROS-USD    0.9125   365   52243.2 $0.233766      🟢UNDER      -17.3    +1.0    +3.3    +4.5    +6.3    +6.3 +1446.4
9    POL-USD      0.9118   500     -63.9 $0.008241      🟡FAIR         7.0    +0.0    +0.0    +0.0    +0.0    +0.0    +0.0
10   BGB-USD      0.8901   1000    247.6 $4.47          🟢UNDER      -10.1    +1.2    -0.1    -3.5    -1.6    -1.6   -25.1
11   GT-USD       0.8885   750     165.9 $16.41         🟢UNDER      -28.4    +2.0    +7.5    +4.2    +6.8    +6.8    -1.7
12   LEO-USD      0.8866   750      73.6 $9.05          🟢UNDER      -13.1    +0.8    +0.2    -0.6    -0.0    -0.0    -0.1
13   BCH-USD      0.8579   120     411.2 $510.23        🟡FAIR         1.5    -0.9    +3.7    +1.3    +0.8    +0.8   +17.6
14   STX-USD      0.8505   365     -77.0 $0.002834      🔴OVER        23.4    +0.0    +0.0    +0.0    +0.0    +0.0   -20.5
15   JLP-USD      0.8411   500      61.2 $4.65          🟡FAIR        -3.8    +1.0    +3.2    +3.2    +3.0    +3.0   +11.6

📊 DISPLAYING 15 CRYPTO TREND LEADER CHARTS (Window > 10 days):
------------------------------------------------------------------------------------------------------------------------

Chart 1: FTN-USD (R² = 0.9876, Window = 750 days) | Price: $4.45 | Date: 2025-07-10 | Daily: -0.2% | MTD: +0.7% | QTD: +0.7% | YTD: +26.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $4.45 ($4.61,+4% - $5.75,+29%)
   +30d (1m): $5.52,+24.0% ($4.94,+11% - $6.16,+39%)
   +60d (2m): $5.91,+32.9% ($5.29,+19% - $6.61,+48%)
   +90d (3m): $6.34,+42.5% ($5.68,+28% - $7.08,+59%)
   +180d (6m): $7.81,+75.5% ($6.99,+57% - $8.73,+96%)
   +365d (1y): $11.99,+169.6% ($10.73,+141% - $13.41,+201%)
   +EOY (174d): $7.70,+73.1% ($6.89,+55% - $8.61,+93%)
   End-of-year outlook: 📈 Bullish Trend (+73.1%)
   Confidence: 98.8% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 28 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 174 days | EOY Target: $7.70 (+73.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 0.29%
Rounded target for matching: 0%
Similar historical periods found: 9
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        9       66.7%      6.03%      3.76%      5.17%       -0.21%        7.73%     -4.63%      9.44%
 14 days        9       88.9%      6.15%      5.02%      4.11%        1.86%        8.18%     -2.14%      9.85%
 30 days        9      100.0%      9.64%     12.24%      5.31%        8.17%       16.32%      8.47%     23.48%
 90 days        9      100.0%     30.89%     30.14%      4.26%       26.86%       33.41%     23.49%     35.90%
180 days        9      100.0%     62.39%     61.16%      5.39%       57.02%       65.31%     46.43%     65.45%
365 days        9      100.0%    139.46%    138.35%     16.56%      125.62%      151.08%    116.23%    168.45%


========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.82%
Rounded target for matching: 10%
Similar historical periods found: 28
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       28       89.3%      1.33%      1.73%      2.49%        0.77%        2.70%     -6.46%      7.38%
 14 days       28       96.4%      2.33%      3.43%      2.71%        2.38%        4.48%     -1.47%      9.84%
 30 days       28       96.4%      4.01%      7.42%      6.60%        4.86%        9.98%     -1.26%     24.09%
 90 days       12      100.0%     36.34%     35.10%     12.87%       26.93%       43.28%      9.87%     50.28%
180 days       10      100.0%     60.90%     62.76%      5.55%       58.79%       66.73%     56.73%     76.41%
365 days        3      100.0%    159.54%    159.21%      0.53%      157.90%      160.52%    158.47%    159.63%


========================================================================================================================

Chart 2: PAXG-USD (R² = 0.9560, Window = 750 days) | Price: $3.3K | Date: 2025-07-10 | Daily: -0.0% | MTD: -0.0% | QTD: -0.0% | YTD: +26.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $3.3K ($3.1K,-8% - $3.6K,+7%)
   +30d (1m): $3.4K,+2.1% ($3.1K,-6% - $3.7K,+10%)
   +60d (2m): $3.5K,+4.7% ($3.2K,-3% - $3.8K,+13%)
   +90d (3m): $3.6K,+7.4% ($3.3K,-1% - $3.8K,+16%)
   +180d (6m): $3.8K,+15.8% ($3.6K,+7% - $4.2K,+25%)
   +365d (1y): $4.5K,+35.4% ($4.2K,+25% - $4.9K,+46%)
   +EOY (174d): $3.8K,+15.2% ($3.5K,+7% - $4.1K,+24%)
   End-of-year outlook: 📈 Bullish Trend (+15.2%)
   Confidence: 95.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 34 periods in chart (90d ROC≈2%)
   📅 Days until EOY 2025: 174 days | EOY Target: $3.8K (+15.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PAXG - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -0.20%
Rounded target for matching: 0%
Similar historical periods found: 182
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      182       57.1%      0.14%      0.29%      1.87%        0.02%        0.56%     -4.36%      7.45%
 14 days      182       59.9%      0.76%      0.77%      2.89%        0.34%        1.19%     -5.73%     12.23%
 30 days      182       59.9%      0.67%      1.11%      3.94%        0.53%        1.68%     -8.40%     13.10%
 90 days      179       81.0%      5.42%      5.42%      7.36%        4.34%        6.51%    -14.42%     20.77%
180 days      179       77.1%      5.59%      7.73%      9.52%        6.32%        9.13%    -17.54%     29.73%
365 days      174       76.4%      9.63%     15.64%     17.33%       13.05%       18.24%     -9.11%     50.85%


========================================================================================================================
PAXG - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.74%
Rounded target for matching: 2%
Similar historical periods found: 91
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       91       60.4%      0.50%      0.30%      1.99%       -0.12%        0.71%     -4.49%      7.50%
 14 days       91       70.3%      0.80%      1.05%      2.37%        0.55%        1.54%     -6.36%      8.01%
 30 days       91       74.7%      1.36%      1.87%      3.05%        1.24%        2.51%     -5.55%     14.42%
 90 days       91       72.5%      6.00%      6.07%      7.42%        4.53%        7.62%    -11.12%     19.90%
180 days       89       71.9%      3.02%      7.74%     10.90%        5.45%       10.04%     -8.59%     30.38%
365 days       82       74.4%      3.66%     13.71%     17.75%        9.81%       17.61%     -7.75%     46.66%


========================================================================================================================

Chart 3: TRX-USD (R² = 0.9521, Window = 1000 days) | Price: $0.291506 | Date: 2025-07-10 | Daily: +0.5% | MTD: +4.2% | QTD: +4.2% | YTD: +14.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.291506 ($0.225760,-23% - $0.352369,+21%)
   +30d (1m): $0.297229,+2.0% ($0.237902,-18% - $0.371351,+27%)
   +60d (2m): $0.313228,+7.5% ($0.250697,-14% - $0.391356,+34%)
   +90d (3m): $0.330087,+13.2% ($0.264178,-9% - $0.412440,+41%)
   +180d (6m): $0.386309,+32.5% ($0.309127,+6% - $0.482761,+66%)
   +365d (1y): $0.533754,+83.1% ($0.426951,+46% - $0.667272,+129%)
   +EOY (174d): $0.382279,+31.1% ($0.305906,+5% - $0.477720,+64%)
   End-of-year outlook: 📈 Bullish Trend (+31.1%)
   Confidence: 95.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 20 periods in chart (90d ROC≈20%)
   📅 Days until EOY 2025: 174 days | EOY Target: $0.382279 (+31.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TRX - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 6.17%
Rounded target for matching: 6%
Similar historical periods found: 53
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       53       64.2%      1.16%      1.01%      9.38%       -1.58%        3.60%    -38.27%     19.97%
 14 days       53       67.9%      4.96%      3.56%     11.64%        0.35%        6.77%    -25.70%     38.98%
 30 days       53       75.5%     10.66%     13.05%     24.02%        6.43%       19.67%    -23.54%    100.05%
 90 days       52       80.8%     16.22%     28.68%     60.19%       11.92%       45.43%    -39.93%    336.08%
180 days       51       70.6%     38.45%     35.97%     53.90%       20.81%       51.13%    -54.75%    256.11%
365 days       46       71.7%     66.41%     83.83%    113.38%       50.16%      117.50%    -53.08%    446.58%


========================================================================================================================
TRX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 19.83%
Rounded target for matching: 20%
Similar historical periods found: 31
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       31       61.3%      0.76%     -0.79%      7.81%       -3.65%        2.08%    -28.76%     23.44%
 14 days       31       58.1%      0.98%     -2.82%     12.49%       -7.40%        1.76%    -42.77%     25.78%
 30 days       31       58.1%      2.63%      2.92%     18.41%       -3.84%        9.67%    -38.36%     36.97%
 90 days       30       66.7%      8.99%      6.29%     30.89%       -5.24%       17.83%    -57.59%     69.35%
180 days       28       71.4%     29.89%     31.84%     86.62%       -1.75%       65.43%    -75.05%    436.60%
365 days       23       69.6%     77.43%     71.32%     92.33%       31.39%      111.25%    -50.28%    339.55%


========================================================================================================================

Chart 4: APT-USD (R² = 0.9390, Window = 500 days) | Price: $0.000131 | Date: 2025-07-10 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: -38.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.000131 ($0.000064,-51% - $0.000133,+1%)
   +30d (1m): $0.000080,-39.3% ($0.000056,-58% - $0.000114,-13%)
   +60d (2m): $0.000069,-47.7% ($0.000048,-64% - $0.000098,-25%)
   +90d (3m): $0.000059,-54.9% ($0.000041,-69% - $0.000085,-35%)
   +180d (6m): $0.000038,-71.2% ($0.000026,-80% - $0.000054,-59%)
   +365d (1y): $0.000015,-88.5% ($0.000010,-92% - $0.000022,-83%)
   +EOY (174d): $0.000039,-70.3% ($0.000027,-79% - $0.000056,-57%)
   End-of-year outlook: 📉 Bearish Trend (-70.3%)
   Confidence: 93.9% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 174 days | EOY Target: $0.000039 (-70.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -18.56%
Rounded target for matching: -19%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       37.5%     -4.46%     -2.73%     13.62%      -14.11%        8.66%    -27.41%     22.95%
 14 days        8       37.5%     -6.44%     -7.81%     17.25%      -22.24%        6.61%    -39.36%     20.57%
 30 days        8        0.0%    -10.24%    -17.34%     18.44%      -32.76%       -1.93%    -60.79%     -3.12%
 90 days        8       25.0%    -38.61%    -11.52%     70.28%      -70.28%       47.23%    -64.31%    164.29%
180 days        8       25.0%    -73.14%    119.02%    340.52%     -165.66%      403.70%    -87.55%    781.88%
365 days        7       42.9%    -80.66%     -5.22%    109.27%     -106.28%       95.84%    -96.89%    161.04%


========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.35%
Rounded target for matching: -6%
Similar historical periods found: 16
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       16       43.8%      0.00%     -1.80%     20.37%      -12.65%        9.05%    -66.34%     42.54%
 14 days       16        6.2%     -2.22%     -9.96%     18.55%      -19.84%       -0.08%    -78.25%      2.24%
 30 days       16        6.2%     -2.96%     -6.97%     29.91%      -22.90%        8.97%    -80.44%     82.05%
 90 days        7       42.9%    -83.72%    613.16%    898.48%     -217.80%     1444.12%    -86.31%   2384.83%
180 days        7       57.1%    119.13%    151.70%    225.55%      -56.90%      360.29%    -85.77%    475.00%
365 days        7       42.9%    -22.19%     35.69%     81.96%      -40.11%      111.49%    -40.99%    152.56%


========================================================================================================================

Chart 5: WBT-USD (R² = 0.9360, Window = 750 days) | Price: $46.59 | Date: 2025-07-10 | Daily: +0.1% | MTD: +5.0% | QTD: +5.0% | YTD: +89.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $46.59 ($26.83,-42% - $53.50,+15%)
   +30d (1m): $41.57,-10.8% ($29.44,-37% - $58.71,+26%)
   +60d (2m): $45.62,-2.1% ($32.30,-31% - $64.43,+38%)
   +90d (3m): $50.06,+7.4% ($35.44,-24% - $70.72,+52%)
   +180d (6m): $66.15,+42.0% ($46.81,+0% - $93.48,+101%)
   +365d (1y): $117.30,+151.7% ($82.90,+78% - $165.96,+256%)
   +EOY (174d): $64.93,+39.4% ($45.95,-1% - $91.76,+97%)
   End-of-year outlook: 📈 Bullish Trend (+39.4%)
   Confidence: 93.6% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 174 days | EOY Target: $64.93 (+39.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 6: BTC-USD (R² = 0.9359, Window = 1000 days) | Price: $113.7K | Date: 2025-07-10 | Daily: +2.2% | MTD: +6.1% | QTD: +6.1% | YTD: +21.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $113.7K ($92.2K,-19% - $164.2K,+44%)
   +30d (1m): $130.4K,+14.7% ($97.7K,-14% - $174.1K,+53%)
   +60d (2m): $138.2K,+21.5% ($103.5K,-9% - $184.5K,+62%)
   +90d (3m): $146.5K,+28.8% ($109.8K,-3% - $195.6K,+72%)
   +180d (6m): $174.5K,+53.5% ($130.7K,+15% - $233.1K,+105%)
   +365d (1y): $250.1K,+119.9% ($187.2K,+65% - $334.1K,+194%)
   +EOY (174d): $172.5K,+51.7% ($129.2K,+14% - $230.4K,+103%)
   End-of-year outlook: 📈 Bullish Trend (+51.7%)
   Confidence: 93.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈36%)
   📅 Days until EOY 2025: 174 days | EOY Target: $172.5K (+51.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 7.66%
Rounded target for matching: 8%
Similar historical periods found: 60
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       60       55.0%      0.80%      0.26%     10.65%       -2.49%        3.01%    -45.25%     26.81%
 14 days       60       50.0%      0.23%      2.85%     14.13%       -0.80%        6.50%    -32.05%     47.73%
 30 days       60       60.0%      8.47%     10.63%     25.13%        4.14%       17.12%    -35.77%     66.08%
 90 days       57       61.4%     26.43%     29.60%     55.59%       14.85%       44.35%    -48.83%    246.11%
180 days       57       68.4%     40.98%     53.93%     93.68%       29.07%       78.78%    -52.32%    457.40%
365 days       50       82.0%    126.55%    202.74%    314.72%      113.30%      292.19%    -71.25%   1895.15%


========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 36.36%
Rounded target for matching: 36%
Similar historical periods found: 15
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       15       60.0%      2.17%      4.73%     11.31%       -1.53%       10.99%    -12.33%     33.36%
 14 days       15       60.0%      6.78%      6.53%     13.15%       -0.76%       13.81%    -16.50%     30.45%
 30 days       15       66.7%     14.72%      8.48%     20.04%       -2.62%       19.58%    -24.00%     43.78%
 90 days       15       80.0%     17.51%     22.82%     48.75%       -4.17%       49.82%    -32.09%    174.16%
180 days       15       80.0%     32.99%    109.37%    137.68%       33.12%      185.61%    -54.90%    339.80%
365 days       14       85.7%    226.41%    304.13%    372.36%       89.14%      519.13%    -73.82%   1341.21%


========================================================================================================================

Chart 7: WAL-USD (R² = 0.9266, Window = 1000 days) | Price: $0.000088 | Date: 2025-07-09 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: +15.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000088 ($0.000007,-92% - $0.000105,+20%)
   +30d (1m): $0.000021,-76.2% ($0.000005,-94% - $0.000081,-7%)
   +60d (2m): $0.000016,-81.6% ($0.000004,-95% - $0.000063,-28%)
   +90d (3m): $0.000013,-85.7% ($0.000003,-96% - $0.000049,-44%)
   +180d (6m): $0.000006,-93.4% ($0.000001,-98% - $0.000023,-74%)
   +365d (1y): $0.000001,-98.6% ($0.000000,-100% - $0.000005,-95%)
   +EOY (174d): $0.000006,-93.0% ($0.000002,-98% - $0.000024,-73%)
   End-of-year outlook: 📉 Bearish Trend (-93.0%)
   Confidence: 92.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈46%)
   📅 Days until EOY 2025: 174 days | EOY Target: $0.000006 (-93.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 8: SAROS-USD (R² = 0.9125, Window = 365 days) | Price: $0.233766 | Date: 2025-07-10 | Daily: +1.0% | MTD: +6.3% | QTD: +6.3% | YTD: +1446.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.233766 ($0.093549,-60% - $0.854772,+266%)
   +30d (1m): $0.473056,+102.4% ($0.156248,-33% - $1.43,+513%)
   +60d (2m): $0.791371,+238.5% ($0.260907,+12% - $2.40,+927%)
   +90d (3m): $1.32,+466.3% ($0.435565,+86% - $4.02,+1621%)
   +180d (6m): $6.20,+2551.4% ($2.02,+766% - $18.98,+8021%)
   +365d (1y): $148.01,+63217.5% ($47.27,+20119% - $463.52,+198183%)
   +EOY (174d): $5.59,+2292.1% ($1.83,+681% - $17.12,+7222%)
   End-of-year outlook: 📈 Bullish Trend (+2292.1%)
   Confidence: 91.3% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 174 days | EOY Target: $5.59 (+2292.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 9: POL-USD (R² = 0.9118, Window = 500 days) | Price: $0.008241 | Date: 2025-07-10 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: +0.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.008241 ($0.006015,-27% - $0.009859,+20%)
   +30d (1m): $0.007082,-14.1% ($0.005531,-33% - $0.009069,+10%)
   +60d (2m): $0.006514,-21.0% ($0.005085,-38% - $0.008343,+1%)
   +90d (3m): $0.005990,-27.3% ($0.004676,-43% - $0.007675,-7%)
   +180d (6m): $0.004660,-43.5% ($0.003635,-56% - $0.005975,-28%)
   +365d (1y): $0.002781,-66.3% ($0.002164,-74% - $0.003574,-57%)
   +EOY (174d): $0.004739,-42.5% ($0.003696,-55% - $0.006075,-26%)
   End-of-year outlook: 📉 Bearish Trend (-42.5%)
   Confidence: 91.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 14 periods in chart (90d ROC≈-24%)
   📅 Days until EOY 2025: 174 days | EOY Target: $0.004739 (-42.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
POL - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -0.73%
Rounded target for matching: -1%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       47.4%     -3.80%     -3.04%     12.16%       -8.90%        2.82%    -29.35%     24.47%
 14 days       19       42.1%     -9.34%     -2.67%     17.41%      -11.07%        5.72%    -27.20%     38.17%
 30 days       19       31.6%    -13.24%     13.77%     62.11%      -16.16%       43.71%    -38.43%    168.04%
 90 days       17       23.5%    -20.50%    198.45%    439.16%      -27.35%      424.25%    -64.27%   1253.26%
180 days       14       28.6%    -41.03%    497.99%    875.23%       -7.35%     1003.34%    -83.91%   1958.84%
365 days        8       50.0%    305.31%    448.19%    565.35%      -24.45%      920.83%    -90.88%   1281.17%


========================================================================================================================
POL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -24.11%
Rounded target for matching: -24%
Similar historical periods found: 17
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       17       35.3%     -1.53%      0.17%     11.63%       -5.81%        6.15%    -13.78%     30.51%
 14 days       17       17.6%     -5.40%     -4.27%     14.16%      -11.55%        3.00%    -23.13%     39.15%
 30 days       17       41.2%     -6.61%     -5.79%     22.28%      -17.24%        5.67%    -38.89%     63.03%
 90 days       13        7.7%    -16.59%     45.64%    230.45%      -93.62%      184.89%    -51.92%    842.59%
180 days        9       11.1%    -43.75%    130.87%    511.31%     -262.16%      523.89%    -76.83%   1576.37%
365 days        4       25.0%    -76.33%    171.32%    436.67%     -523.52%      866.16%    -89.53%    927.47%


========================================================================================================================

Chart 10: BGB-USD (R² = 0.8901, Window = 1000 days) | Price: $4.47 | Date: 2025-07-10 | Daily: +1.2% | MTD: -1.6% | QTD: -1.6% | YTD: -25.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $4.47 ($2.52,-44% - $9.82,+120%)
   +30d (1m): $5.51,+23.3% ($2.79,-38% - $10.88,+144%)
   +60d (2m): $6.10,+36.6% ($3.09,-31% - $12.05,+170%)
   +90d (3m): $6.76,+51.3% ($3.42,-23% - $13.35,+199%)
   +180d (6m): $9.19,+105.7% ($4.65,+4% - $18.16,+307%)
   +365d (1y): $17.28,+286.9% ($8.73,+95% - $34.20,+666%)
   +EOY (174d): $9.00,+101.6% ($4.55,+2% - $17.80,+298%)
   End-of-year outlook: 📈 Bullish Trend (+101.6%)
   Confidence: 89.0% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 10 periods in chart (90d ROC≈4%)
   📅 Days until EOY 2025: 174 days | EOY Target: $9.00 (+101.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BGB - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -13.20%
Rounded target for matching: -13%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       69.2%      4.87%      2.73%      8.46%       -2.38%        7.84%    -17.41%     12.01%
 14 days       13       61.5%      4.97%     -0.75%     14.43%       -9.47%        7.97%    -25.81%     19.23%
 30 days       13       46.2%     -0.92%     -2.76%     11.95%       -9.98%        4.46%    -27.79%     13.62%
 90 days       12       50.0%      6.02%     27.61%     65.83%      -14.22%       69.43%    -18.09%    232.88%
180 days       10      100.0%     26.72%    160.33%    221.65%        1.77%      318.89%     13.08%    616.75%
365 days        7      100.0%    187.87%    220.92%     73.21%      153.22%      288.63%    134.74%    368.95%


========================================================================================================================
BGB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 3.85%
Rounded target for matching: 4%
Similar historical periods found: 17
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       17       70.6%      2.48%      1.55%      5.02%       -1.03%        4.13%     -8.62%     10.77%
 14 days       17       82.4%      7.61%      7.90%     10.50%        2.50%       13.29%    -13.03%     28.95%
 30 days       17       94.1%     13.10%     33.11%     37.37%       13.90%       52.32%     -5.63%    101.16%
 90 days       17      100.0%     80.64%    145.00%    169.43%       57.88%      232.11%      2.05%    526.60%
180 days       17      100.0%    141.87%    160.80%     76.03%      121.71%      199.89%     36.65%    326.74%
365 days       14      100.0%    171.80%    172.74%     29.42%      155.75%      189.72%     99.76%    222.28%


========================================================================================================================

Chart 11: GT-USD (R² = 0.8885, Window = 750 days) | Price: $16.41 | Date: 2025-07-10 | Daily: +2.0% | MTD: +6.8% | QTD: +6.8% | YTD: -1.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $16.41 ($15.29,-7% - $34.33,+109%)
   +30d (1m): $24.83,+51.3% ($16.57,+1% - $37.20,+127%)
   +60d (2m): $26.90,+64.0% ($17.95,+9% - $40.32,+146%)
   +90d (3m): $29.15,+77.7% ($19.45,+19% - $43.70,+166%)
   +180d (6m): $37.10,+126.2% ($24.74,+51% - $55.65,+239%)
   +365d (1y): $60.91,+271.2% ($40.55,+147% - $91.47,+458%)
   +EOY (174d): $36.51,+122.6% ($24.35,+48% - $54.76,+234%)
   End-of-year outlook: 📈 Bullish Trend (+122.6%)
   Confidence: 88.9% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-26%)
   📅 Days until EOY 2025: 174 days | EOY Target: $36.51 (+122.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -18.12%
Rounded target for matching: -18%
Similar historical periods found: 24
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       24       54.2%      0.46%      0.01%      6.21%       -2.61%        2.64%    -14.71%     15.72%
 14 days       24       37.5%     -1.22%     -0.62%      6.45%       -3.34%        2.11%    -12.89%     13.00%
 30 days       24       37.5%     -4.71%     -6.36%     22.22%      -15.75%        3.02%    -39.87%     67.75%
 90 days       22       59.1%      4.50%     15.16%     37.87%       -1.63%       31.95%    -29.52%    112.71%
180 days       22       59.1%     10.77%    207.53%    575.68%      -47.71%      462.77%    -38.94%   2176.21%
365 days       22       63.6%     17.76%    251.92%    531.40%       16.31%      487.53%    -45.99%   1703.02%


========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -26.42%
Rounded target for matching: -26%
Similar historical periods found: 16
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       16       75.0%      4.88%      3.12%      7.25%       -0.75%        6.98%    -12.52%     18.80%
 14 days       16       81.2%      8.05%      8.60%      9.75%        3.41%       13.80%     -8.72%     28.27%
 30 days       16       93.8%     13.22%     19.18%     15.60%       10.86%       27.49%     -4.80%     42.98%
 90 days       16       81.2%     21.10%     39.06%     56.03%        9.21%       68.92%     -3.41%    235.57%
180 days       16       87.5%     34.81%     87.12%    190.67%      -14.48%      188.72%     -8.54%    817.38%
365 days       16      100.0%     62.08%    283.96%    480.52%       27.91%      540.01%     11.08%   1487.50%


========================================================================================================================

Chart 12: LEO-USD (R² = 0.8866, Window = 750 days) | Price: $9.05 | Date: 2025-07-10 | Daily: +0.8% | MTD: -0.0% | QTD: -0.0% | YTD: -0.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $9.05 ($8.27,-9% - $13.11,+45%)
   +30d (1m): $10.90,+20.5% ($8.66,-4% - $13.72,+52%)
   +60d (2m): $11.40,+26.1% ($9.06,+0% - $14.36,+59%)
   +90d (3m): $11.93,+31.9% ($9.47,+5% - $15.02,+66%)
   +180d (6m): $13.67,+51.1% ($10.85,+20% - $17.22,+90%)
   +365d (1y): $18.08,+99.8% ($14.34,+59% - $22.79,+152%)
   +EOY (174d): $13.54,+49.7% ($10.75,+19% - $17.06,+89%)
   End-of-year outlook: 📈 Bullish Trend (+49.7%)
   Confidence: 88.7% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 14 periods in chart (90d ROC≈-4%)
   📅 Days until EOY 2025: 174 days | EOY Target: $13.54 (+49.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -0.61%
Rounded target for matching: -1%
Similar historical periods found: 67
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       67       44.8%     -0.33%      0.37%      6.38%       -1.19%        1.92%    -10.32%     38.81%
 14 days       67       47.8%     -0.15%      0.65%     11.07%       -2.05%        3.35%    -17.47%     70.93%
 30 days       67       55.2%      1.09%      0.78%     12.22%       -2.20%        3.76%    -19.89%     71.39%
 90 days       64       65.6%      6.82%     13.62%     28.15%        6.58%       20.65%    -35.94%    103.52%
180 days       57       78.9%     59.72%     44.38%     46.20%       32.12%       56.64%    -42.15%    122.88%
365 days       43       74.4%     56.67%     58.86%     67.67%       38.03%       79.68%    -42.79%    179.85%


========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -3.57%
Rounded target for matching: -4%
Similar historical periods found: 30
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       30       36.7%     -0.68%     -0.84%      3.98%       -2.33%        0.65%    -14.50%      6.41%
 14 days       30       40.0%     -0.86%     -1.13%      7.39%       -3.89%        1.63%    -19.38%     20.49%
 30 days       30       56.7%      1.90%     -2.08%      9.39%       -5.59%        1.42%    -20.99%     15.23%
 90 days       29       65.5%      5.84%      4.77%     27.62%       -5.74%       15.27%    -29.12%     69.33%
180 days       29       69.0%     45.54%     24.54%     45.78%        7.13%       41.95%    -38.36%    112.26%
365 days       25       64.0%     53.54%     30.70%     49.33%       10.34%       51.07%    -34.87%    147.47%


========================================================================================================================

Chart 13: BCH-USD (R² = 0.8579, Window = 120 days) | Price: $510.23 | Date: 2025-07-10 | Daily: -0.9% | MTD: +0.8% | QTD: +0.8% | YTD: +17.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $510.23 ($442.91,-13% - $570.83,+12%)
   +30d (1m): $574.98,+12.7% ($505.52,-1% - $653.99,+28%)
   +60d (2m): $657.50,+28.9% ($576.56,+13% - $749.79,+47%)
   +90d (3m): $751.86,+47.4% ($657.15,+29% - $860.22,+69%)
   +180d (6m): $1.1K,+120.3% ($969.54,+90% - $1.3K,+155%)
   +365d (1y): $2.6K,+403.8% ($2.1K,+318% - $3.1K,+508%)
   +EOY (174d): $1.1K,+114.5% ($944.86,+85% - $1.3K,+148%)
   End-of-year outlook: 📈 Bullish Trend (+114.5%)
   Confidence: 85.8% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 174 days | EOY Target: $1.1K (+114.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BCH - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 24.68%
Rounded target for matching: 25%
Similar historical periods found: 20
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       20       35.0%     -1.48%     -1.83%      7.99%       -5.57%        1.91%    -16.78%     16.70%
 14 days       20       30.0%     -5.22%     -3.55%     12.33%       -9.32%        2.22%    -24.84%     21.99%
 30 days       20       45.0%     -0.45%     -0.25%     20.46%       -9.82%        9.33%    -28.63%     60.38%
 90 days       20       50.0%      1.17%     17.66%     57.10%       -9.07%       44.38%    -71.89%    135.64%
180 days       20       55.0%     11.42%     43.30%     81.80%        5.02%       81.58%    -68.74%    195.74%
365 days       18       66.7%     50.87%     41.51%     84.31%       -0.42%       83.43%    -79.63%    236.78%


========================================================================================================================
BCH - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 63.10%
Rounded target for matching: 63%
Similar historical periods found: 7
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        7       57.1%      1.70%      1.69%     12.61%       -9.97%       13.35%    -14.58%     25.88%
 14 days        7       71.4%      4.35%      8.28%     29.03%      -18.56%       35.13%    -29.55%     67.77%
 30 days        7       71.4%     10.61%      3.92%     31.12%      -24.86%       32.71%    -60.99%     46.79%
 90 days        7       57.1%     19.12%     32.06%     93.95%      -54.83%      118.95%    -46.19%    245.74%
180 days        7       57.1%     27.61%     13.22%     35.92%      -20.00%       46.44%    -33.87%     61.79%
365 days        6       83.3%     55.41%     45.48%     38.75%        4.82%       86.15%    -27.29%     87.42%


========================================================================================================================

Chart 14: STX-USD (R² = 0.8505, Window = 365 days) | Price: $0.002834 | Date: 2025-07-10 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: -20.5%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.002834 ($0.001615,-43% - $0.003266,+15%)
   +30d (1m): $0.002035,-28.2% ($0.001430,-50% - $0.002895,+2%)
   +60d (2m): $0.001803,-36.4% ($0.001267,-55% - $0.002567,-9%)
   +90d (3m): $0.001598,-43.6% ($0.001122,-60% - $0.002276,-20%)
   +180d (6m): $0.001112,-60.8% ($0.000778,-73% - $0.001587,-44%)
   +365d (1y): $0.000527,-81.4% ($0.000367,-87% - $0.000758,-73%)
   +EOY (174d): $0.001139,-59.8% ($0.000798,-72% - $0.001626,-43%)
   End-of-year outlook: 📉 Bearish Trend (-59.8%)
   Confidence: 85.1% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈-3%)
   📅 Days until EOY 2025: 174 days | EOY Target: $0.001139 (-59.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
STX - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 21.44%
Rounded target for matching: 21%
Similar historical periods found: 10
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       10       70.0%     16.16%     14.02%     26.47%       -4.92%       32.96%    -30.90%     63.33%
 14 days       10       60.0%     32.07%     26.05%     34.00%        1.73%       50.37%    -23.05%     85.19%
 30 days       10       90.0%     32.86%     31.69%     30.80%        9.66%       53.73%    -25.33%     87.65%
 90 days       10       60.0%     15.65%     40.07%     81.92%      -18.53%       98.67%    -55.82%    254.89%
180 days       10       60.0%     14.80%     44.28%     87.18%      -18.09%      106.64%    -80.32%    239.07%
365 days       10       60.0%     62.90%    142.70%    231.21%      -22.70%      308.10%    -99.89%    629.89%


========================================================================================================================
STX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -2.93%
Rounded target for matching: -3%
Similar historical periods found: 15
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       15       26.7%     -7.54%    -10.31%     11.18%      -16.50%       -4.12%    -41.91%      2.09%
 14 days       15        6.7%    -17.67%    -14.12%     13.22%      -21.44%       -6.79%    -36.42%     19.39%
 30 days       15        6.7%    -26.39%    -29.75%     23.98%      -43.03%      -16.47%    -98.97%      5.95%
 90 days       14       14.3%    -32.64%    -29.22%     43.69%      -54.45%       -3.99%    -99.30%     64.35%
180 days       13       53.8%     26.97%     -7.44%     68.68%      -48.94%       34.06%    -99.49%    113.04%
365 days       10       70.0%     69.72%    256.43%    644.04%     -204.29%      717.15%    -99.90%   2155.53%


========================================================================================================================

Chart 15: JLP-USD (R² = 0.8411, Window = 500 days) | Price: $4.65 | Date: 2025-07-10 | Daily: +1.0% | MTD: +3.0% | QTD: +3.0% | YTD: +11.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $4.65 ($4.11,-12% - $5.69,+22%)
   +30d (1m): $5.03,+8.1% ($4.28,-8% - $5.92,+27%)
   +60d (2m): $5.23,+12.4% ($4.45,-4% - $6.15,+32%)
   +90d (3m): $5.44,+16.9% ($4.63,-1% - $6.40,+38%)
   +180d (6m): $6.12,+31.6% ($5.20,+12% - $7.21,+55%)
   +365d (1y): $7.80,+67.6% ($6.62,+42% - $9.19,+98%)
   +EOY (174d): $6.07,+30.5% ($5.16,+11% - $7.15,+54%)
   End-of-year outlook: 📈 Bullish Trend (+30.5%)
   Confidence: 84.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 11 periods in chart (90d ROC≈27%)
   📅 Days until EOY 2025: 174 days | EOY Target: $6.07 (+30.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
JLP - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 2.15%
Rounded target for matching: 2%
Similar historical periods found: 16
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       16       87.5%      3.75%      4.53%      6.01%        1.33%        7.73%    -10.61%     14.94%
 14 days       16       93.8%      4.79%      6.30%      6.26%        2.96%        9.63%     -8.18%     16.10%
 30 days       16       93.8%      6.41%      6.66%      5.90%        3.52%        9.80%    -12.52%     15.75%
 90 days       15       60.0%     16.53%      9.63%     19.14%       -0.97%       20.23%    -16.38%     35.83%
180 days       11      100.0%     15.94%     19.70%     12.34%       11.42%       27.99%      8.05%     48.77%
365 days        3      100.0%     50.95%     51.72%      3.27%       43.61%       59.84%     48.16%     56.05%


========================================================================================================================
JLP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 27.39%
Rounded target for matching: 27%
Similar historical periods found: 11
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       11       81.8%      1.90%      2.65%      2.98%        0.64%        4.65%     -0.22%      9.61%
 14 days       11       90.9%      4.07%      4.93%      4.36%        2.00%        7.86%     -2.22%     15.01%
 30 days       11       81.8%      6.82%      5.31%      6.81%        0.74%        9.89%    -11.70%     14.93%
 90 days       11       63.6%      8.46%      3.77%     11.47%       -3.94%       11.48%    -16.38%     19.62%
180 days       10      100.0%     13.93%     17.68%     13.53%        8.00%       27.36%      0.69%     44.25%


========================================================================================================================

======================================================================================================================================================
🟢 TOP 12 CRYPTO INSTRUMENTS - UNDERVALUED OPPORTUNITIES
======================================================================================================================================================
Rank Symbol       Under%  R²       Growth%  Price          Upside%  Win  Daily%  MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    PENDLE-USD      66.2 0.7553      405.1 $3.86             195.9 1000    +3.9   +11.6   +11.6   -20.6
2    IMX-USD         57.5 0.7959     -100.0 $0.004143         135.4 120     +0.0    +0.0    +0.0    +0.0
3    RAY-USD         50.3 0.7641      276.1 $2.58             101.2 1000    +3.4   +21.2   +21.2   -47.2
4    SOL-USD         48.4 0.7856      204.6 $159.91            93.7 1000    +1.7    +3.3    +3.3   -15.5
5    HYPE-USD        38.8 0.8328      -97.2 $0.000005          63.3 1000    +0.0    +0.0    +0.0    +0.0
6    GT-USD          28.4 0.8885      165.9 $16.41             39.6 750     +2.0    +6.8    +6.8    -1.7
7    BNB-USD         21.4 0.7545       88.0 $674.84            27.2 750     +0.9    +2.7    +2.7    -3.7
8    XRP-USD         19.8 0.7219      371.2 $2.50              24.6 500     +3.8   +11.6   +11.6   +20.1
9    SAROS-USD       17.3 0.9125    52243.2 $0.233766          21.0 365     +1.0    +6.3    +6.3 +1446.4
10   FTN-USD         13.5 0.9876      133.1 $4.45              15.7 750     -0.2    +0.7    +0.7   +26.1
11   LEO-USD         13.1 0.8866       73.6 $9.05              15.1 750     +0.8    -0.0    -0.0    -0.1
12   BGB-USD         10.1 0.8901      247.6 $4.47              11.3 1000    +1.2    -1.6    -1.6   -25.1

📊 DISPLAYING 12 UNDERVALUED CRYPTO OPPORTUNITY CHARTS:
------------------------------------------------------------------------------------------------------------------------

Chart 1: PENDLE-USD (Undervalued by 66.2%, Window = 1000 days) | Price: $3.86 | Date: 2025-07-10 | Daily: +3.9% | MTD: +11.6% | QTD: +11.6% | YTD: -20.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $3.86 ($2.72,-29% - $47.85,+1141%)
   +30d (1m): $13.04,+238.0% ($3.11,-19% - $54.68,+1318%)
   +60d (2m): $14.89,+286.1% ($3.55,-8% - $62.48,+1520%)
   +90d (3m): $17.01,+341.1% ($4.05,+5% - $71.40,+1751%)
   +180d (6m): $25.36,+557.6% ($6.04,+57% - $106.55,+2663%)
   +365d (1y): $57.64,+1394.5% ($13.69,+255% - $242.72,+6193%)
   +EOY (174d): $24.70,+540.4% ($5.88,+52% - $103.74,+2590%)
   End-of-year outlook: 📈 Bullish Trend (+540.4%)
   Confidence: 75.5% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈18%)
   📅 Days until EOY 2025: 174 days | EOY Target: $24.70 (+540.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PENDLE - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -10.85%
Rounded target for matching: -11%
Similar historical periods found: 12
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       12       33.3%     -7.43%     -3.63%     19.37%      -15.93%        8.68%    -25.98%     54.80%
 14 days       12       50.0%      0.32%      6.44%     32.61%      -14.28%       27.16%    -31.72%    105.91%
 30 days       12       58.3%      5.48%     11.08%     40.46%      -14.63%       36.79%    -31.69%    132.26%
 90 days       12       83.3%     50.03%     96.98%    151.20%        0.92%      193.05%    -49.19%    444.35%
180 days       10       80.0%    340.56%    350.69%    338.09%      108.84%      592.55%    -33.79%    979.00%
365 days        8       87.5%    425.74%    869.37%    794.67%      205.01%     1533.73%     -7.51%   2191.06%


========================================================================================================================

Chart 2: IMX-USD (Undervalued by 57.5%, Window = 120 days) | Price: $0.004143 | Date: 2025-07-10 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: +0.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $0.004143 ($0.004357,+5% - $0.021828,+427%)
   +30d (1m): $0.004918,+18.7% ($0.002171,-48% - $0.011141,+169%)
   +60d (2m): $0.002480,-40.1% ($0.001077,-74% - $0.005712,+38%)
   +90d (3m): $0.001251,-69.8% ($0.000532,-87% - $0.002941,-29%)
   +180d (6m): $0.000160,-96.1% ($0.000063,-98% - $0.000411,-90%)
   +365d (1y): $0.000002,-99.9% ($0.000001,-100% - $0.000008,-100%)
   +EOY (174d): $0.000184,-95.6% ($0.000072,-98% - $0.000468,-89%)
   End-of-year outlook: 📉 Bearish Trend (-95.6%)
   Confidence: 79.6% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 174 days | EOY Target: $0.000184 (-95.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 3: RAY-USD (Undervalued by 50.3%, Window = 1000 days) | Price: $2.58 | Date: 2025-07-10 | Daily: +3.4% | MTD: +21.2% | QTD: +21.2% | YTD: -47.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $2.58 ($1.65,-36% - $16.31,+532%)
   +30d (1m): $5.79,+124.3% ($1.84,-29% - $18.19,+605%)
   +60d (2m): $6.45,+150.1% ($2.05,-20% - $20.28,+686%)
   +90d (3m): $7.20,+178.9% ($2.29,-11% - $22.62,+777%)
   +180d (6m): $9.98,+286.6% ($3.17,+23% - $31.38,+1116%)
   +365d (1y): $19.52,+656.7% ($6.19,+140% - $61.53,+2285%)
   +EOY (174d): $9.76,+278.3% ($3.10,+20% - $30.70,+1090%)
   End-of-year outlook: 📈 Bullish Trend (+278.3%)
   Confidence: 76.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈45%)
   📅 Days until EOY 2025: 174 days | EOY Target: $9.76 (+278.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
RAY - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -9.66%
Rounded target for matching: -10%
Similar historical periods found: 15
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       15       40.0%    -11.50%    -10.53%     20.13%      -21.68%        0.62%    -55.30%     21.78%
 14 days       15       26.7%    -17.76%    -19.04%     26.30%      -33.60%       -4.48%    -59.97%     31.06%
 30 days       15       33.3%    -15.86%     -9.47%     43.84%      -33.75%       14.81%    -62.58%     91.21%
 90 days       14       28.6%    -24.06%     35.52%    193.39%      -76.14%      147.18%    -80.24%    662.68%
180 days       12       41.7%    -35.72%     91.75%    343.76%     -126.67%      310.17%    -89.99%   1195.98%
365 days       10       50.0%      0.45%    204.22%    348.38%      -45.00%      453.44%    -97.87%    884.33%


========================================================================================================================
RAY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 45.42%
Rounded target for matching: 45%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       50.0%      0.23%      1.78%      8.66%       -5.47%        9.02%    -10.91%     16.74%
 14 days        8       12.5%    -12.28%    -11.06%      5.66%      -15.79%       -6.32%    -18.30%      0.64%
 30 days        8       12.5%    -16.03%    -14.27%      8.30%      -21.20%       -7.33%    -24.38%      1.78%
 90 days        7        0.0%    -27.95%    -28.17%     20.99%      -47.59%       -8.76%    -72.42%     -6.53%
180 days        7       28.6%    -35.76%     29.16%    118.79%      -80.70%      139.02%    -89.82%    216.60%
365 days        7       85.7%    235.85%    217.77%    265.60%      -27.87%      463.41%    -97.72%    797.65%


========================================================================================================================

Chart 4: SOL-USD (Undervalued by 48.4%, Window = 1000 days) | Price: $159.91 | Date: 2025-07-10 | Daily: +1.7% | MTD: +3.3% | QTD: +3.3% | YTD: -15.5%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $159.91 ($125.30,-22% - $765.77,+379%)
   +30d (1m): $339.46,+112.3% ($137.29,-14% - $839.33,+425%)
   +60d (2m): $372.01,+132.6% ($150.43,-6% - $919.97,+475%)
   +90d (3m): $407.68,+154.9% ($164.82,+3% - $1.0K,+531%)
   +180d (6m): $536.54,+235.5% ($216.79,+36% - $1.3K,+730%)
   +365d (1y): $943.65,+490.1% ($380.69,+138% - $2.3K,+1363%)
   +EOY (174d): $526.81,+229.5% ($212.87,+33% - $1.3K,+715%)
   End-of-year outlook: 📈 Bullish Trend (+229.5%)
   Confidence: 78.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈32%)
   📅 Days until EOY 2025: 174 days | EOY Target: $526.81 (+229.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SOL - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -4.01%
Rounded target for matching: -4%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       52.6%      2.62%      4.79%     16.12%       -2.98%       12.56%    -34.95%     35.21%
 14 days       19       57.9%      3.70%      5.58%     25.52%       -6.72%       17.88%    -35.52%     88.88%
 30 days       19       47.4%     -1.45%      4.21%     29.67%      -10.09%       18.51%    -56.13%     73.69%
 90 days       18       44.4%     -6.02%     97.34%    225.36%      -14.73%      209.41%    -66.96%    746.88%
180 days       18       44.4%     -3.70%    136.37%    319.32%      -22.43%      295.17%    -69.25%   1291.86%
365 days       17       52.9%      0.79%   1115.56%   2723.60%     -284.78%     2515.90%    -80.82%  10509.18%


========================================================================================================================

Chart 5: HYPE-USD (Undervalued by 38.8%, Window = 1000 days) | Price: $0.000005 | Date: 2025-07-10 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: +0.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000005 ($0.000001,-86% - $0.000105,+1848%)
   +30d (1m): $0.000007,+21.9% ($0.000001,-90% - $0.000079,+1355%)
   +60d (2m): $0.000005,-9.0% ($0.000000,-92% - $0.000059,+987%)
   +90d (3m): $0.000004,-32.1% ($0.000000,-94% - $0.000044,+711%)
   +180d (6m): $0.000002,-71.8% ($0.000000,-98% - $0.000018,+238%)
   +365d (1y): $0.000000,-95.3% ($0.000000,-100% - $0.000003,-44%)
   +EOY (174d): $0.000002,-70.1% ($0.000000,-97% - $0.000019,+258%)
   End-of-year outlook: 📉 Bearish Trend (-70.1%)
   Confidence: 83.3% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 11 periods in chart (90d ROC≈-87%)
   📅 Days until EOY 2025: 174 days | EOY Target: $0.000002 (-70.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HYPE - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -66.23%
Rounded target for matching: -66%
Similar historical periods found: 11
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       11       27.3%     -3.98%    -15.13%     25.87%      -32.51%        2.25%    -62.06%     28.57%
 14 days       11       27.3%    -22.63%    -21.02%     34.89%      -44.46%        2.42%    -94.14%     39.19%
 30 days       11        9.1%    -48.16%    -51.07%     34.15%      -74.02%      -28.13%    -94.86%     14.18%
 90 days        9       11.1%    -49.78%     10.34%    205.42%     -147.56%      168.24%    -97.94%    588.77%
180 days        9       44.4%    -65.45%    474.57%    717.30%      -76.80%     1025.93%    -96.91%   2086.92%
365 days        7        0.0%    -97.03%    -88.90%     16.78%     -104.42%      -73.38%    -99.85%    -49.20%


========================================================================================================================
HYPE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -86.82%
Rounded target for matching: -87%
Similar historical periods found: 21
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       21       33.3%     -9.86%    -11.20%     21.83%      -21.14%       -1.27%    -83.05%     15.91%
 14 days       21       19.0%    -18.00%    -20.42%     24.23%      -31.45%       -9.39%    -89.14%     15.38%
 30 days       21        0.0%    -34.46%    -41.54%     24.46%      -52.67%      -30.40%    -89.72%     -4.63%
 90 days       21        4.8%    -63.28%    -33.50%    144.96%      -99.48%       32.49%    -95.48%    607.03%
180 days       21        9.5%    -82.67%     31.05%    445.36%     -171.68%      233.78%    -97.36%   2008.02%
365 days       17        5.9%    -78.54%    -67.66%     33.39%      -84.83%      -50.49%    -99.86%     14.33%


========================================================================================================================

Chart 6: GT-USD (Undervalued by 28.4%, Window = 750 days) | Price: $16.41 | Date: 2025-07-10 | Daily: +2.0% | MTD: +6.8% | QTD: +6.8% | YTD: -1.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $16.41 ($15.29,-7% - $34.33,+109%)
   +30d (1m): $24.83,+51.3% ($16.57,+1% - $37.20,+127%)
   +60d (2m): $26.90,+64.0% ($17.95,+9% - $40.32,+146%)
   +90d (3m): $29.15,+77.7% ($19.45,+19% - $43.70,+166%)
   +180d (6m): $37.10,+126.2% ($24.74,+51% - $55.65,+239%)
   +365d (1y): $60.91,+271.2% ($40.55,+147% - $91.47,+458%)
   +EOY (174d): $36.51,+122.6% ($24.35,+48% - $54.76,+234%)
   End-of-year outlook: 📈 Bullish Trend (+122.6%)
   Confidence: 88.9% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-26%)
   📅 Days until EOY 2025: 174 days | EOY Target: $36.51 (+122.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -18.12%
Rounded target for matching: -18%
Similar historical periods found: 24
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       24       54.2%      0.46%      0.01%      6.21%       -2.61%        2.64%    -14.71%     15.72%
 14 days       24       37.5%     -1.22%     -0.62%      6.45%       -3.34%        2.11%    -12.89%     13.00%
 30 days       24       37.5%     -4.71%     -6.36%     22.22%      -15.75%        3.02%    -39.87%     67.75%
 90 days       22       59.1%      4.50%     15.16%     37.87%       -1.63%       31.95%    -29.52%    112.71%
180 days       22       59.1%     10.77%    207.53%    575.68%      -47.71%      462.77%    -38.94%   2176.21%
365 days       22       63.6%     17.76%    251.92%    531.40%       16.31%      487.53%    -45.99%   1703.02%


========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -26.42%
Rounded target for matching: -26%
Similar historical periods found: 16
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       16       75.0%      4.88%      3.12%      7.25%       -0.75%        6.98%    -12.52%     18.80%
 14 days       16       81.2%      8.05%      8.60%      9.75%        3.41%       13.80%     -8.72%     28.27%
 30 days       16       93.8%     13.22%     19.18%     15.60%       10.86%       27.49%     -4.80%     42.98%
 90 days       16       81.2%     21.10%     39.06%     56.03%        9.21%       68.92%     -3.41%    235.57%
180 days       16       87.5%     34.81%     87.12%    190.67%      -14.48%      188.72%     -8.54%    817.38%
365 days       16      100.0%     62.08%    283.96%    480.52%       27.91%      540.01%     11.08%   1487.50%


========================================================================================================================

Chart 7: BNB-USD (Undervalued by 21.4%, Window = 750 days) | Price: $674.84 | Date: 2025-07-10 | Daily: +0.9% | MTD: +2.7% | QTD: +2.7% | YTD: -3.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $674.84 ($563.84,-16% - $1.3K,+94%)
   +30d (1m): $904.34,+34.0% ($593.79,-12% - $1.4K,+104%)
   +60d (2m): $952.51,+41.1% ($625.33,-7% - $1.5K,+115%)
   +90d (3m): $1.0K,+48.7% ($658.54,-2% - $1.5K,+126%)
   +180d (6m): $1.2K,+73.7% ($769.08,+14% - $1.8K,+165%)
   +365d (1y): $1.6K,+139.2% ($1.1K,+57% - $2.5K,+265%)
   +EOY (174d): $1.2K,+71.9% ($761.16,+13% - $1.8K,+162%)
   End-of-year outlook: 📈 Bullish Trend (+71.9%)
   Confidence: 75.5% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈15%)
   📅 Days until EOY 2025: 174 days | EOY Target: $1.2K (+71.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BNB - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -0.05%
Rounded target for matching: 0%
Similar historical periods found: 56
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       56       46.4%     -0.46%     -0.68%      5.72%       -2.21%        0.85%    -17.59%     13.78%
 14 days       56       50.0%      0.03%     -0.22%     10.66%       -3.08%        2.63%    -41.11%     25.10%
 30 days       56       53.6%      2.50%      1.63%     19.54%       -3.61%        6.86%    -49.37%     73.81%
 90 days       53       30.2%    -13.11%      9.28%    102.64%      -19.01%       37.57%    -50.44%    685.20%
180 days       51       49.0%     -2.23%     70.83%    262.23%       -2.93%      144.58%    -55.79%   1493.39%
365 days       49       71.4%     81.22%    222.86%    509.04%       76.65%      369.08%    -50.55%   1922.82%


========================================================================================================================
BNB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 15.14%
Rounded target for matching: 15%
Similar historical periods found: 18
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       18       72.2%      3.14%      2.91%      6.58%       -0.36%        6.18%    -15.29%     12.21%
 14 days       18       66.7%      3.21%      1.63%      9.02%       -2.86%        6.12%    -14.64%     26.14%
 30 days       18       38.9%     -0.71%      4.41%     14.52%       -2.81%       11.63%    -13.96%     50.72%
 90 days       16       37.5%     -4.93%     68.07%    228.67%      -53.78%      189.92%    -26.43%    943.27%
180 days       15       46.7%     -1.29%    235.33%    604.93%      -99.67%      570.33%    -33.30%   2216.34%
365 days       12       66.7%     85.01%    581.89%    810.44%       66.97%     1096.82%    -43.19%   2017.06%


========================================================================================================================

Chart 8: XRP-USD (Undervalued by 19.8%, Window = 500 days) | Price: $2.50 | Date: 2025-07-10 | Daily: +3.8% | MTD: +11.6% | QTD: +11.6% | YTD: +20.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $2.50 ($1.47,-41% - $6.59,+164%)
   +30d (1m): $3.54,+41.6% ($1.67,-33% - $7.49,+200%)
   +60d (2m): $4.02,+60.8% ($1.89,-24% - $8.51,+241%)
   +90d (3m): $4.56,+82.6% ($2.15,-14% - $9.68,+288%)
   +180d (6m): $6.68,+167.7% ($3.14,+26% - $14.22,+469%)
   +365d (1y): $14.66,+487.2% ($6.85,+174% - $31.41,+1158%)
   +EOY (174d): $6.52,+160.9% ($3.06,+23% - $13.86,+455%)
   End-of-year outlook: 📈 Bullish Trend (+160.9%)
   Confidence: 72.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈23%)
   📅 Days until EOY 2025: 174 days | EOY Target: $6.52 (+160.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XRP - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 11.28%
Rounded target for matching: 11%
Similar historical periods found: 21
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       21       66.7%      2.48%      3.22%     10.78%       -1.69%        8.13%    -11.32%     35.23%
 14 days       21       38.1%     -0.58%      1.23%     12.53%       -4.48%        6.93%    -27.02%     37.33%
 30 days       21       28.6%     -4.28%     -2.02%     15.73%       -9.18%        5.14%    -26.92%     39.76%
 90 days       18       55.6%      4.81%      5.83%     39.02%      -13.58%       25.23%    -44.10%    134.45%
180 days       17       58.8%     11.30%     16.48%     40.16%       -4.17%       37.12%    -55.37%    104.72%
365 days       17       76.5%     45.01%    128.04%    189.48%       30.62%      225.47%    -58.61%    647.01%


========================================================================================================================
XRP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 23.39%
Rounded target for matching: 23%
Similar historical periods found: 21
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       21       66.7%      3.26%      4.02%     14.12%       -2.41%       10.45%    -10.96%     59.69%
 14 days       21       42.9%     -0.18%      6.95%     29.25%       -6.37%       20.27%    -23.97%    113.36%
 30 days       21       47.6%     -2.32%     19.38%     65.03%      -10.23%       48.98%    -23.53%    250.77%
 90 days       21       52.4%      2.44%     83.35%    154.10%       13.21%      153.50%    -38.91%    522.55%
180 days       21       57.1%     14.19%     80.22%    132.68%       19.83%      140.62%    -52.40%    319.54%
365 days       16       81.2%    108.80%    133.16%    133.95%       61.78%      204.54%    -56.61%    335.10%


========================================================================================================================

Chart 9: SAROS-USD (Undervalued by 17.3%, Window = 365 days) | Price: $0.233766 | Date: 2025-07-10 | Daily: +1.0% | MTD: +6.3% | QTD: +6.3% | YTD: +1446.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.233766 ($0.093549,-60% - $0.854772,+266%)
   +30d (1m): $0.473056,+102.4% ($0.156248,-33% - $1.43,+513%)
   +60d (2m): $0.791371,+238.5% ($0.260907,+12% - $2.40,+927%)
   +90d (3m): $1.32,+466.3% ($0.435565,+86% - $4.02,+1621%)
   +180d (6m): $6.20,+2551.4% ($2.02,+766% - $18.98,+8021%)
   +365d (1y): $148.01,+63217.5% ($47.27,+20119% - $463.52,+198183%)
   +EOY (174d): $5.59,+2292.1% ($1.83,+681% - $17.12,+7222%)
   End-of-year outlook: 📈 Bullish Trend (+2292.1%)
   Confidence: 91.3% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 174 days | EOY Target: $5.59 (+2292.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 10: FTN-USD (Undervalued by 13.5%, Window = 750 days) | Price: $4.45 | Date: 2025-07-10 | Daily: -0.2% | MTD: +0.7% | QTD: +0.7% | YTD: +26.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $4.45 ($4.61,+4% - $5.75,+29%)
   +30d (1m): $5.52,+24.0% ($4.94,+11% - $6.16,+39%)
   +60d (2m): $5.91,+32.9% ($5.29,+19% - $6.61,+48%)
   +90d (3m): $6.34,+42.5% ($5.68,+28% - $7.08,+59%)
   +180d (6m): $7.81,+75.5% ($6.99,+57% - $8.73,+96%)
   +365d (1y): $11.99,+169.6% ($10.73,+141% - $13.41,+201%)
   +EOY (174d): $7.70,+73.1% ($6.89,+55% - $8.61,+93%)
   End-of-year outlook: 📈 Bullish Trend (+73.1%)
   Confidence: 98.8% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 28 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 174 days | EOY Target: $7.70 (+73.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 0.29%
Rounded target for matching: 0%
Similar historical periods found: 9
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        9       66.7%      6.03%      3.76%      5.17%       -0.21%        7.73%     -4.63%      9.44%
 14 days        9       88.9%      6.15%      5.02%      4.11%        1.86%        8.18%     -2.14%      9.85%
 30 days        9      100.0%      9.64%     12.24%      5.31%        8.17%       16.32%      8.47%     23.48%
 90 days        9      100.0%     30.89%     30.14%      4.26%       26.86%       33.41%     23.49%     35.90%
180 days        9      100.0%     62.39%     61.16%      5.39%       57.02%       65.31%     46.43%     65.45%
365 days        9      100.0%    139.46%    138.35%     16.56%      125.62%      151.08%    116.23%    168.45%


========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.82%
Rounded target for matching: 10%
Similar historical periods found: 28
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       28       89.3%      1.33%      1.73%      2.49%        0.77%        2.70%     -6.46%      7.38%
 14 days       28       96.4%      2.33%      3.43%      2.71%        2.38%        4.48%     -1.47%      9.84%
 30 days       28       96.4%      4.01%      7.42%      6.60%        4.86%        9.98%     -1.26%     24.09%
 90 days       12      100.0%     36.34%     35.10%     12.87%       26.93%       43.28%      9.87%     50.28%
180 days       10      100.0%     60.90%     62.76%      5.55%       58.79%       66.73%     56.73%     76.41%
365 days        3      100.0%    159.54%    159.21%      0.53%      157.90%      160.52%    158.47%    159.63%


========================================================================================================================

Chart 11: LEO-USD (Undervalued by 13.1%, Window = 750 days) | Price: $9.05 | Date: 2025-07-10 | Daily: +0.8% | MTD: -0.0% | QTD: -0.0% | YTD: -0.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $9.05 ($8.27,-9% - $13.11,+45%)
   +30d (1m): $10.90,+20.5% ($8.66,-4% - $13.72,+52%)
   +60d (2m): $11.40,+26.1% ($9.06,+0% - $14.36,+59%)
   +90d (3m): $11.93,+31.9% ($9.47,+5% - $15.02,+66%)
   +180d (6m): $13.67,+51.1% ($10.85,+20% - $17.22,+90%)
   +365d (1y): $18.08,+99.8% ($14.34,+59% - $22.79,+152%)
   +EOY (174d): $13.54,+49.7% ($10.75,+19% - $17.06,+89%)
   End-of-year outlook: 📈 Bullish Trend (+49.7%)
   Confidence: 88.7% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 14 periods in chart (90d ROC≈-4%)
   📅 Days until EOY 2025: 174 days | EOY Target: $13.54 (+49.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -0.61%
Rounded target for matching: -1%
Similar historical periods found: 67
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       67       44.8%     -0.33%      0.37%      6.38%       -1.19%        1.92%    -10.32%     38.81%
 14 days       67       47.8%     -0.15%      0.65%     11.07%       -2.05%        3.35%    -17.47%     70.93%
 30 days       67       55.2%      1.09%      0.78%     12.22%       -2.20%        3.76%    -19.89%     71.39%
 90 days       64       65.6%      6.82%     13.62%     28.15%        6.58%       20.65%    -35.94%    103.52%
180 days       57       78.9%     59.72%     44.38%     46.20%       32.12%       56.64%    -42.15%    122.88%
365 days       43       74.4%     56.67%     58.86%     67.67%       38.03%       79.68%    -42.79%    179.85%


========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -3.57%
Rounded target for matching: -4%
Similar historical periods found: 30
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       30       36.7%     -0.68%     -0.84%      3.98%       -2.33%        0.65%    -14.50%      6.41%
 14 days       30       40.0%     -0.86%     -1.13%      7.39%       -3.89%        1.63%    -19.38%     20.49%
 30 days       30       56.7%      1.90%     -2.08%      9.39%       -5.59%        1.42%    -20.99%     15.23%
 90 days       29       65.5%      5.84%      4.77%     27.62%       -5.74%       15.27%    -29.12%     69.33%
180 days       29       69.0%     45.54%     24.54%     45.78%        7.13%       41.95%    -38.36%    112.26%
365 days       25       64.0%     53.54%     30.70%     49.33%       10.34%       51.07%    -34.87%    147.47%


========================================================================================================================

Chart 12: BGB-USD (Undervalued by 10.1%, Window = 1000 days) | Price: $4.47 | Date: 2025-07-10 | Daily: +1.2% | MTD: -1.6% | QTD: -1.6% | YTD: -25.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $4.47 ($2.52,-44% - $9.82,+120%)
   +30d (1m): $5.51,+23.3% ($2.79,-38% - $10.88,+144%)
   +60d (2m): $6.10,+36.6% ($3.09,-31% - $12.05,+170%)
   +90d (3m): $6.76,+51.3% ($3.42,-23% - $13.35,+199%)
   +180d (6m): $9.19,+105.7% ($4.65,+4% - $18.16,+307%)
   +365d (1y): $17.28,+286.9% ($8.73,+95% - $34.20,+666%)
   +EOY (174d): $9.00,+101.6% ($4.55,+2% - $17.80,+298%)
   End-of-year outlook: 📈 Bullish Trend (+101.6%)
   Confidence: 89.0% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 10 periods in chart (90d ROC≈4%)
   📅 Days until EOY 2025: 174 days | EOY Target: $9.00 (+101.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BGB - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -13.20%
Rounded target for matching: -13%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       69.2%      4.87%      2.73%      8.46%       -2.38%        7.84%    -17.41%     12.01%
 14 days       13       61.5%      4.97%     -0.75%     14.43%       -9.47%        7.97%    -25.81%     19.23%
 30 days       13       46.2%     -0.92%     -2.76%     11.95%       -9.98%        4.46%    -27.79%     13.62%
 90 days       12       50.0%      6.02%     27.61%     65.83%      -14.22%       69.43%    -18.09%    232.88%
180 days       10      100.0%     26.72%    160.33%    221.65%        1.77%      318.89%     13.08%    616.75%
365 days        7      100.0%    187.87%    220.92%     73.21%      153.22%      288.63%    134.74%    368.95%


========================================================================================================================
BGB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 3.85%
Rounded target for matching: 4%
Similar historical periods found: 17
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       17       70.6%      2.48%      1.55%      5.02%       -1.03%        4.13%     -8.62%     10.77%
 14 days       17       82.4%      7.61%      7.90%     10.50%        2.50%       13.29%    -13.03%     28.95%
 30 days       17       94.1%     13.10%     33.11%     37.37%       13.90%       52.32%     -5.63%    101.16%
 90 days       17      100.0%     80.64%    145.00%    169.43%       57.88%      232.11%      2.05%    526.60%
180 days       17      100.0%    141.87%    160.80%     76.03%      121.71%      199.89%     36.65%    326.74%
365 days       14      100.0%    171.80%    172.74%     29.42%      155.75%      189.72%     99.76%    222.28%


========================================================================================================================

======================================================================================================================================================
🔴 TOP 15 CRYPTO INSTRUMENTS - OVERVALUED WARNINGS
======================================================================================================================================================
Rank Symbol       Over%   R²       Growth%  Price          Risk%    Win  Daily%  MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    AERO-USD       243.0 0.8378      -88.6 $0.000309          70.8 1000    +1.9   +11.1   +11.1   +60.9
2    WAL-USD        225.2 0.9266      -95.6 $0.000088          69.3 1000    +0.0    +0.0    +0.0   +15.3
3    TRUMP-USD       81.0 0.7839      -93.0 $0.000596          44.7 365     +0.4    +6.5    +6.5   -71.6
4    PEPE-USD        52.8 0.8067      -99.7 $0.000006          34.5 120     +0.0    +0.0    +0.0    +0.0
5    APT-USD         41.8 0.9390      -83.7 $0.000131          29.5 500     +0.0    +0.0    +0.0   -38.4
6    GRT-USD         33.9 0.7737      -89.8 $0.454301          25.3 180     +0.0    +0.0    +0.0    +0.0
7    WLD-USD         31.9 0.7521      -77.9 $0.975715          24.2 500     +6.9    +8.6    +8.6   -53.3
8    XDC-USD         31.2 0.7043      -70.3 $0.073398          23.8 180     +8.4   +24.3   +24.3    +4.4
9    STX-USD         23.4 0.8505      -77.0 $0.002834          19.0 365     +0.0    +0.0    +0.0   -20.5
10   XTZ-USD         23.3 0.7325      -79.4 $0.574483          18.9 180     +2.5    +6.8    +6.8   -55.3
11   OP-USD          23.1 0.8139      -88.0 $0.610702          18.8 180     +4.1    +7.8    +7.8   -65.1
12   WBT-USD         23.0 0.9360      209.6 $46.59             18.7 750     +0.1    +5.0    +5.0   +89.4
13   PYTH-USD        16.9 0.7858      -88.3 $0.108871          14.4 180     +3.7    +4.0    +4.0   -69.1
14   KAS-USD         12.8 0.7200      -60.9 $0.081667          11.4 365     +0.1    +8.2    +8.2   -28.7
15   XMR-USD         11.1 0.8146       93.5 $325.19            10.0 500     -0.3    +0.0    +0.0   +68.1

📊 DISPLAYING 15 OVERVALUED CRYPTO WARNING CHARTS:
------------------------------------------------------------------------------------------------------------------------

Chart 1: AERO-USD (Overvalued by 243.0%, Window = 1000 days) | Price: $0.000309 | Date: 2025-07-10 | Daily: +1.9% | MTD: +11.1% | QTD: +11.1% | YTD: +60.9%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000309 ($0.000020,-93% - $0.000399,+29%)
   +30d (1m): $0.000075,-75.6% ($0.000017,-94% - $0.000334,+8%)
   +60d (2m): $0.000063,-79.6% ($0.000014,-95% - $0.000279,-10%)
   +90d (3m): $0.000053,-82.9% ($0.000012,-96% - $0.000233,-24%)
   +180d (6m): $0.000031,-90.0% ($0.000007,-98% - $0.000137,-56%)
   +365d (1y): $0.000010,-96.7% ($0.000002,-99% - $0.000045,-85%)
   +EOY (174d): $0.000032,-89.7% ($0.000007,-98% - $0.000142,-54%)
   End-of-year outlook: 📉 Bearish Trend (-89.7%)
   Confidence: 83.8% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 174 days | EOY Target: $0.000032 (-89.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 2: WAL-USD (Overvalued by 225.2%, Window = 1000 days) | Price: $0.000088 | Date: 2025-07-09 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: +15.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000088 ($0.000007,-92% - $0.000105,+20%)
   +30d (1m): $0.000021,-76.2% ($0.000005,-94% - $0.000081,-7%)
   +60d (2m): $0.000016,-81.6% ($0.000004,-95% - $0.000063,-28%)
   +90d (3m): $0.000013,-85.7% ($0.000003,-96% - $0.000049,-44%)
   +180d (6m): $0.000006,-93.4% ($0.000001,-98% - $0.000023,-74%)
   +365d (1y): $0.000001,-98.6% ($0.000000,-100% - $0.000005,-95%)
   +EOY (174d): $0.000006,-93.0% ($0.000002,-98% - $0.000024,-73%)
   End-of-year outlook: 📉 Bearish Trend (-93.0%)
   Confidence: 92.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈46%)
   📅 Days until EOY 2025: 174 days | EOY Target: $0.000006 (-93.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 3: TRUMP-USD (Overvalued by 81.0%, Window = 365 days) | Price: $0.000596 | Date: 2025-07-10 | Daily: +0.4% | MTD: +6.5% | QTD: +6.5% | YTD: -71.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.000596 ($0.000149,-75% - $0.000731,+22%)
   +30d (1m): $0.000265,-55.6% ($0.000119,-80% - $0.000588,-1%)
   +60d (2m): $0.000213,-64.3% ($0.000096,-84% - $0.000473,-21%)
   +90d (3m): $0.000171,-71.3% ($0.000077,-87% - $0.000381,-36%)
   +180d (6m): $0.000089,-85.1% ($0.000040,-93% - $0.000199,-67%)
   +365d (1y): $0.000023,-96.1% ($0.000010,-98% - $0.000053,-91%)
   +EOY (174d): $0.000093,-84.4% ($0.000042,-93% - $0.000208,-65%)
   End-of-year outlook: 📉 Bearish Trend (-84.4%)
   Confidence: 78.4% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈73%)
   📅 Days until EOY 2025: 174 days | EOY Target: $0.000093 (-84.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TRUMP - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -3.02%
Rounded target for matching: -3%
Similar historical periods found: 16
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       16       62.5%      1.34%      7.88%     28.77%       -7.45%       23.21%    -46.50%     69.06%
 14 days       16       25.0%    -18.10%    -13.55%     25.60%      -27.19%        0.10%    -48.51%     44.16%
 30 days       16       25.0%    -21.22%    -18.30%     33.72%      -36.27%       -0.33%    -95.94%     56.17%
 90 days       16       31.2%    -11.54%     -2.70%     67.96%      -38.91%       33.52%    -95.03%    218.08%
180 days       16       25.0%    -38.39%     42.46%    252.46%      -92.07%      176.98%    -97.21%    986.07%
365 days       15       33.3%    -46.50%    364.03%   1356.64%     -387.25%     1115.31%    -87.82%   5416.50%


========================================================================================================================
TRUMP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 72.87%
Rounded target for matching: 73%
Similar historical periods found: 7
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        7       57.1%      8.32%     12.96%     50.44%      -33.69%       59.61%    -42.17%    122.69%
 14 days        7       28.6%     -5.25%     -4.78%     37.93%      -39.86%       30.30%    -46.02%     76.88%
 30 days        7       57.1%     24.97%     27.24%     66.26%      -34.04%       88.51%    -50.70%    167.64%
 90 days        7       71.4%     85.85%    119.12%    133.49%       -4.34%      242.58%    -42.57%    310.36%
180 days        7       42.9%    -20.86%    558.56%   1079.94%     -440.22%     1557.33%    -81.15%   3053.91%
365 days        5       60.0%    109.10%    569.20%   1081.17%     -773.25%     1911.65%    -81.01%   2724.18%


========================================================================================================================

Chart 4: PEPE-USD (Overvalued by 52.8%, Window = 120 days) | Price: $0.000006 | Date: 2025-07-10 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: +0.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $0.000006 ($0.000002,-63% - $0.000007,+14%)
   +30d (1m): $0.000002,-59.9% ($0.000001,-77% - $0.000004,-29%)
   +60d (2m): $0.000002,-75.5% ($0.000001,-86% - $0.000003,-56%)
   +90d (3m): $0.000001,-85.0% ($0.000001,-92% - $0.000002,-73%)
   +180d (6m): $0.000000,-96.5% ($0.000000,-98% - $0.000000,-93%)
   +365d (1y): $0.000000,-99.8% ($0.000000,-100% - $0.000000,-100%)
   +EOY (174d): $0.000000,-96.2% ($0.000000,-98% - $0.000000,-93%)
   End-of-year outlook: 📉 Bearish Trend (-96.2%)
   Confidence: 80.7% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 174 days | EOY Target: $0.000000 (-96.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 5: APT-USD (Overvalued by 41.8%, Window = 500 days) | Price: $0.000131 | Date: 2025-07-10 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: -38.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.000131 ($0.000064,-51% - $0.000133,+1%)
   +30d (1m): $0.000080,-39.3% ($0.000056,-58% - $0.000114,-13%)
   +60d (2m): $0.000069,-47.7% ($0.000048,-64% - $0.000098,-25%)
   +90d (3m): $0.000059,-54.9% ($0.000041,-69% - $0.000085,-35%)
   +180d (6m): $0.000038,-71.2% ($0.000026,-80% - $0.000054,-59%)
   +365d (1y): $0.000015,-88.5% ($0.000010,-92% - $0.000022,-83%)
   +EOY (174d): $0.000039,-70.3% ($0.000027,-79% - $0.000056,-57%)
   End-of-year outlook: 📉 Bearish Trend (-70.3%)
   Confidence: 93.9% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 174 days | EOY Target: $0.000039 (-70.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -18.56%
Rounded target for matching: -19%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       37.5%     -4.46%     -2.73%     13.62%      -14.11%        8.66%    -27.41%     22.95%
 14 days        8       37.5%     -6.44%     -7.81%     17.25%      -22.24%        6.61%    -39.36%     20.57%
 30 days        8        0.0%    -10.24%    -17.34%     18.44%      -32.76%       -1.93%    -60.79%     -3.12%
 90 days        8       25.0%    -38.61%    -11.52%     70.28%      -70.28%       47.23%    -64.31%    164.29%
180 days        8       25.0%    -73.14%    119.02%    340.52%     -165.66%      403.70%    -87.55%    781.88%
365 days        7       42.9%    -80.66%     -5.22%    109.27%     -106.28%       95.84%    -96.89%    161.04%


========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.35%
Rounded target for matching: -6%
Similar historical periods found: 16
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       16       43.8%      0.00%     -1.80%     20.37%      -12.65%        9.05%    -66.34%     42.54%
 14 days       16        6.2%     -2.22%     -9.96%     18.55%      -19.84%       -0.08%    -78.25%      2.24%
 30 days       16        6.2%     -2.96%     -6.97%     29.91%      -22.90%        8.97%    -80.44%     82.05%
 90 days        7       42.9%    -83.72%    613.16%    898.48%     -217.80%     1444.12%    -86.31%   2384.83%
180 days        7       57.1%    119.13%    151.70%    225.55%      -56.90%      360.29%    -85.77%    475.00%
365 days        7       42.9%    -22.19%     35.69%     81.96%      -40.11%      111.49%    -40.99%    152.56%


========================================================================================================================

Chart 6: GRT-USD (Overvalued by 33.9%, Window = 180 days) | Price: $0.454301 | Date: 2025-07-10 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: +0.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.454301 ($0.238767,-47% - $0.481922,+6%)
   +30d (1m): $0.281110,-38.1% ($0.197431,-57% - $0.400255,-12%)
   +60d (2m): $0.232958,-48.7% ($0.163151,-64% - $0.332632,-27%)
   +90d (3m): $0.193053,-57.5% ($0.134742,-70% - $0.276599,-39%)
   +180d (6m): $0.109870,-75.8% ($0.075642,-83% - $0.159587,-65%)
   +365d (1y): $0.034489,-92.4% ($0.022764,-95% - $0.052253,-88%)
   +EOY (174d): $0.114077,-74.9% ($0.078622,-83% - $0.165521,-64%)
   End-of-year outlook: 📉 Bearish Trend (-74.9%)
   Confidence: 77.4% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 174 days | EOY Target: $0.114077 (-74.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 7: WLD-USD (Overvalued by 31.9%, Window = 500 days) | Price: $0.975715 | Date: 2025-07-10 | Daily: +6.9% | MTD: +8.6% | QTD: +8.6% | YTD: -53.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.975715 ($0.376541,-61% - $1.45,+49%)
   +30d (1m): $0.653577,-33.0% ($0.332478,-66% - $1.28,+32%)
   +60d (2m): $0.577389,-40.8% ($0.293554,-70% - $1.14,+16%)
   +90d (3m): $0.510083,-47.7% ($0.259173,-73% - $1.00,+3%)
   +180d (6m): $0.351687,-64.0% ($0.178296,-82% - $0.693699,-29%)
   +365d (1y): $0.163763,-83.2% ($0.082515,-92% - $0.325013,-67%)
   +EOY (174d): $0.360514,-63.1% ($0.182801,-81% - $0.710993,-27%)
   End-of-year outlook: 📉 Bearish Trend (-63.1%)
   Confidence: 75.2% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈32%)
   📅 Days until EOY 2025: 174 days | EOY Target: $0.360514 (-63.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
WLD - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -25.40%
Rounded target for matching: -25%
Similar historical periods found: 23
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       23       17.4%     -5.47%     -3.69%     31.89%      -17.49%       10.10%    -31.92%    135.68%
 14 days       23       17.4%     -8.80%     -9.62%     19.11%      -17.89%       -1.36%    -38.09%     53.68%
 30 days       23       26.1%     -8.91%   3262.88%   8459.35%     -395.21%     6920.98%    -43.46%  26194.27%
 90 days       22       63.6%     21.46%   4112.14%   8720.70%      245.60%     7978.68%    -67.09%  23176.23%
180 days       19       63.2%  20283.15%  17498.32%  15099.52%    10220.58%    24776.05%    -53.55%  44070.92%
365 days       16       93.8%  27992.58%  34915.89%  27408.05%    20311.17%    49520.61%    -77.48% 125427.48%


========================================================================================================================
WLD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 31.85%
Rounded target for matching: 32%
Similar historical periods found: 6
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        6       50.0%      4.48%      8.91%     20.53%      -12.63%       30.46%    -10.01%     49.62%
 14 days        6       50.0%      6.98%     10.97%     23.25%      -13.43%       35.37%    -11.89%     54.71%
 30 days        6        0.0%    -11.25%    -14.98%     13.75%      -29.40%       -0.55%    -42.20%     -2.74%
 90 days        6       33.3%    -41.59%   4578.44%   6561.90%    -2307.85%    11464.73%    -68.77%  14605.76%
180 days        6       33.3%    -29.43%   7873.89%  11231.64%    -3912.99%    19660.77%    -60.77%  25354.31%
365 days        4       50.0%  23616.32%  24291.48%  24363.75%   -14476.68%    63059.65%    -53.82%  49987.09%


========================================================================================================================

Chart 8: XDC-USD (Overvalued by 31.2%, Window = 180 days) | Price: $0.073398 | Date: 2025-07-10 | Daily: +8.4% | MTD: +24.3% | QTD: +24.3% | YTD: +4.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.073398 ($0.044760,-39% - $0.069965,-5%)
   +30d (1m): $0.050649,-31.0% ($0.040454,-45% - $0.063413,-14%)
   +60d (2m): $0.045840,-37.5% ($0.036548,-50% - $0.057496,-22%)
   +90d (3m): $0.041489,-43.5% ($0.033006,-55% - $0.052151,-29%)
   +180d (6m): $0.030759,-58.1% ($0.024258,-67% - $0.039002,-47%)
   +365d (1y): $0.016628,-77.3% ($0.012767,-83% - $0.021657,-70%)
   +EOY (174d): $0.031379,-57.2% ($0.024764,-66% - $0.039761,-46%)
   End-of-year outlook: 📉 Bearish Trend (-57.2%)
   Confidence: 70.4% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈2%)
   📅 Days until EOY 2025: 174 days | EOY Target: $0.031379 (-57.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XDC - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 18.60%
Rounded target for matching: 19%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       28.6%     -4.04%     -2.48%     13.94%      -10.53%        5.56%    -28.94%     25.85%
 14 days       14       21.4%    -17.93%     -8.15%     26.77%      -23.60%        7.31%    -31.72%     69.99%
 30 days       14       21.4%    -22.77%     13.21%    105.63%      -47.78%       74.19%    -48.26%    373.00%
 90 days       14       28.6%    -12.46%     67.53%    198.54%      -47.10%      182.17%    -54.14%    627.00%
180 days       14       64.3%     31.58%    141.32%    253.27%       -4.92%      287.55%    -56.77%    696.17%
365 days       14       71.4%     68.32%   1179.95%   2498.12%     -262.42%     2622.32%    -43.30%   9664.19%


========================================================================================================================
XDC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.84%
Rounded target for matching: 2%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       31.6%     -2.19%      7.49%     40.93%      -12.24%       27.22%    -11.04%    180.24%
 14 days       19       26.3%     -5.05%      9.06%     45.56%      -12.90%       31.02%    -14.56%    191.86%
 30 days       19       36.8%     -7.66%     16.49%     72.89%      -18.65%       51.62%    -34.21%    274.25%
 90 days       19       57.9%    109.87%    139.69%    179.20%       53.32%      226.06%    -29.20%    530.48%
180 days       17       82.4%    133.65%    248.59%    337.37%       75.13%      422.05%    -44.56%   1160.30%
365 days       12      100.0%    399.00%    888.54%   1032.41%      232.58%     1544.50%     20.32%   3641.17%


========================================================================================================================

Chart 9: STX-USD (Overvalued by 23.4%, Window = 365 days) | Price: $0.002834 | Date: 2025-07-10 | Daily: +0.0% | MTD: +0.0% | QTD: +0.0% | YTD: -20.5%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.002834 ($0.001615,-43% - $0.003266,+15%)
   +30d (1m): $0.002035,-28.2% ($0.001430,-50% - $0.002895,+2%)
   +60d (2m): $0.001803,-36.4% ($0.001267,-55% - $0.002567,-9%)
   +90d (3m): $0.001598,-43.6% ($0.001122,-60% - $0.002276,-20%)
   +180d (6m): $0.001112,-60.8% ($0.000778,-73% - $0.001587,-44%)
   +365d (1y): $0.000527,-81.4% ($0.000367,-87% - $0.000758,-73%)
   +EOY (174d): $0.001139,-59.8% ($0.000798,-72% - $0.001626,-43%)
   End-of-year outlook: 📉 Bearish Trend (-59.8%)
   Confidence: 85.1% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈-3%)
   📅 Days until EOY 2025: 174 days | EOY Target: $0.001139 (-59.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
STX - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 21.44%
Rounded target for matching: 21%
Similar historical periods found: 10
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       10       70.0%     16.16%     14.02%     26.47%       -4.92%       32.96%    -30.90%     63.33%
 14 days       10       60.0%     32.07%     26.05%     34.00%        1.73%       50.37%    -23.05%     85.19%
 30 days       10       90.0%     32.86%     31.69%     30.80%        9.66%       53.73%    -25.33%     87.65%
 90 days       10       60.0%     15.65%     40.07%     81.92%      -18.53%       98.67%    -55.82%    254.89%
180 days       10       60.0%     14.80%     44.28%     87.18%      -18.09%      106.64%    -80.32%    239.07%
365 days       10       60.0%     62.90%    142.70%    231.21%      -22.70%      308.10%    -99.89%    629.89%


========================================================================================================================
STX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -2.93%
Rounded target for matching: -3%
Similar historical periods found: 15
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       15       26.7%     -7.54%    -10.31%     11.18%      -16.50%       -4.12%    -41.91%      2.09%
 14 days       15        6.7%    -17.67%    -14.12%     13.22%      -21.44%       -6.79%    -36.42%     19.39%
 30 days       15        6.7%    -26.39%    -29.75%     23.98%      -43.03%      -16.47%    -98.97%      5.95%
 90 days       14       14.3%    -32.64%    -29.22%     43.69%      -54.45%       -3.99%    -99.30%     64.35%
180 days       13       53.8%     26.97%     -7.44%     68.68%      -48.94%       34.06%    -99.49%    113.04%
365 days       10       70.0%     69.72%    256.43%    644.04%     -204.29%      717.15%    -99.90%   2155.53%


========================================================================================================================

Chart 10: XTZ-USD (Overvalued by 23.3%, Window = 180 days) | Price: $0.574483 | Date: 2025-07-10 | Daily: +2.5% | MTD: +6.8% | QTD: +6.8% | YTD: -55.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.574483 ($0.355248,-38% - $0.610723,+6%)
   +30d (1m): $0.409116,-28.8% ($0.311494,-46% - $0.537333,-6%)
   +60d (2m): $0.359340,-37.4% ($0.273000,-52% - $0.472986,-18%)
   +90d (3m): $0.315620,-45.1% ($0.239152,-58% - $0.416537,-27%)
   +180d (6m): $0.213865,-62.8% ($0.160348,-72% - $0.285244,-50%)
   +365d (1y): $0.096095,-83.3% ($0.069743,-88% - $0.132405,-77%)
   +EOY (174d): $0.219487,-61.8% ($0.164698,-71% - $0.292501,-49%)
   End-of-year outlook: 📉 Bearish Trend (-61.8%)
   Confidence: 73.2% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 174 days | EOY Target: $0.219487 (-61.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XTZ - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -6.64%
Rounded target for matching: -7%
Similar historical periods found: 37
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       37       48.6%     -0.46%     -3.22%     15.70%       -8.45%        2.02%    -58.12%     27.02%
 14 days       37       43.2%     -2.16%     -3.77%     22.33%      -11.22%        3.67%    -55.53%     67.14%
 30 days       37       43.2%     -1.49%      7.63%     48.99%       -8.71%       23.96%    -70.09%    166.69%
 90 days       35       42.9%    -11.68%     25.90%     87.41%       -4.12%       55.93%    -69.19%    280.14%
180 days       35       54.3%      1.55%     27.79%     77.94%        1.02%       54.56%    -89.37%    242.37%
365 days       28       39.3%     -7.42%     59.18%    205.27%      -20.41%      138.78%    -90.47%    688.41%


========================================================================================================================
XTZ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.95%
Rounded target for matching: 6%
Similar historical periods found: 7
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        7       71.4%      1.36%      2.40%      6.72%       -3.81%        8.61%     -6.71%     10.21%
 14 days        7       71.4%      1.35%     15.11%     34.53%      -16.82%       47.04%    -10.67%     97.10%
 30 days        7       85.7%     16.19%     24.91%     31.66%       -4.38%       54.19%     -8.86%     97.66%
 90 days        7       57.1%     15.10%     46.65%     86.73%      -33.56%      126.87%    -27.84%    196.67%
180 days        7       42.9%     -4.05%     25.57%     63.04%      -32.73%       83.88%    -37.30%    130.79%
365 days        6       33.3%     -4.93%     13.73%     52.89%      -41.77%       69.24%    -54.18%     94.76%


========================================================================================================================

Chart 11: OP-USD (Overvalued by 23.1%, Window = 180 days) | Price: $0.610702 | Date: 2025-07-10 | Daily: +4.1% | MTD: +7.8% | QTD: +7.8% | YTD: -65.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.610702 ($0.371856,-39% - $0.661382,+8%)
   +30d (1m): $0.416620,-31.8% ($0.311828,-49% - $0.556629,-9%)
   +60d (2m): $0.349999,-42.7% ($0.261358,-57% - $0.468703,-23%)
   +90d (3m): $0.294031,-51.9% ($0.218949,-64% - $0.394860,-35%)
   +180d (6m): $0.174330,-71.5% ($0.128366,-79% - $0.236753,-61%)
   +365d (1y): $0.059528,-90.3% ($0.042343,-93% - $0.083686,-86%)
   +EOY (174d): $0.180512,-70.4% ($0.133034,-78% - $0.244936,-60%)
   End-of-year outlook: 📉 Bearish Trend (-70.4%)
   Confidence: 81.4% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 174 days | EOY Target: $0.180512 (-70.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
OP - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -16.41%
Rounded target for matching: -16%
Similar historical periods found: 16
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       16       31.2%     -6.55%     -4.49%      9.63%       -9.62%        0.64%    -17.42%     17.99%
 14 days       16       18.8%     -9.81%     -7.94%     14.47%      -15.65%       -0.23%    -34.73%     26.54%
 30 days       16       43.8%     -7.23%     -1.60%     21.82%      -13.23%       10.02%    -33.50%     50.90%
 90 days       13       46.2%     -3.67%     29.82%     90.31%      -24.75%       84.39%    -49.29%    201.79%
180 days       12       41.7%    -25.79%     36.22%     98.17%      -26.15%       98.60%    -51.16%    180.77%
365 days       10       60.0%     11.55%    -16.81%     45.90%      -49.64%       16.03%    -76.95%     30.54%


========================================================================================================================
OP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -7.95%
Rounded target for matching: -8%
Similar historical periods found: 11
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       11       36.4%     -5.83%     -3.18%      8.35%       -8.79%        2.42%    -14.25%     14.33%
 14 days       11       36.4%     -6.70%     -7.16%     15.38%      -17.49%        3.18%    -36.86%     11.90%
 30 days       11       45.5%     -2.02%      1.94%     23.84%      -14.07%       17.96%    -31.25%     47.42%
 90 days       11       72.7%     16.42%  18784.85%  59336.48%   -21077.95%    58647.64%    -52.89% 206423.22%
180 days       11       45.5%    -35.46%  64905.77% 205206.93%   -72954.13%   202765.66%    -61.13% 713827.01%
365 days        7       71.4%     20.46%  50160.38% 122873.76%   -63478.89%   163799.66%    -80.13% 351138.38%


========================================================================================================================

Chart 12: WBT-USD (Overvalued by 23.0%, Window = 750 days) | Price: $46.59 | Date: 2025-07-10 | Daily: +0.1% | MTD: +5.0% | QTD: +5.0% | YTD: +89.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $46.59 ($26.83,-42% - $53.50,+15%)
   +30d (1m): $41.57,-10.8% ($29.44,-37% - $58.71,+26%)
   +60d (2m): $45.62,-2.1% ($32.30,-31% - $64.43,+38%)
   +90d (3m): $50.06,+7.4% ($35.44,-24% - $70.72,+52%)
   +180d (6m): $66.15,+42.0% ($46.81,+0% - $93.48,+101%)
   +365d (1y): $117.30,+151.7% ($82.90,+78% - $165.96,+256%)
   +EOY (174d): $64.93,+39.4% ($45.95,-1% - $91.76,+97%)
   End-of-year outlook: 📈 Bullish Trend (+39.4%)
   Confidence: 93.6% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 174 days | EOY Target: $64.93 (+39.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 13: PYTH-USD (Overvalued by 16.9%, Window = 180 days) | Price: $0.108871 | Date: 2025-07-10 | Daily: +3.7% | MTD: +4.0% | QTD: +4.0% | YTD: -69.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.108871 ($0.067773,-38% - $0.128068,+18%)
   +30d (1m): $0.078099,-28.3% ($0.056700,-48% - $0.107574,-1%)
   +60d (2m): $0.065470,-39.9% ($0.047410,-56% - $0.090410,-17%)
   +90d (3m): $0.054884,-49.6% ($0.039621,-64% - $0.076026,-30%)
   +180d (6m): $0.032332,-70.3% ($0.023053,-79% - $0.045346,-58%)
   +365d (1y): $0.010896,-90.0% ($0.007478,-93% - $0.015876,-85%)
   +EOY (174d): $0.033493,-69.2% ($0.023904,-78% - $0.046929,-57%)
   End-of-year outlook: 📉 Bearish Trend (-69.2%)
   Confidence: 78.6% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 174 days | EOY Target: $0.033493 (-69.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PYTH - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -15.10%
Rounded target for matching: -15%
Similar historical periods found: 7
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        7       57.1%      4.09%      3.78%     15.70%      -10.74%       18.30%    -15.60%     37.11%
 14 days        7       57.1%      8.42%      1.47%     11.87%       -9.51%       12.45%    -17.92%     14.93%
 30 days        7       28.6%    -11.12%      2.37%     27.08%      -22.68%       27.42%    -14.13%     65.44%
 90 days        5       40.0%    -42.54%    -16.67%     46.80%      -74.78%       41.44%    -59.08%     62.35%
180 days        4       25.0%    -39.19%    -35.02%     39.07%      -97.19%       27.15%    -74.17%     12.46%


========================================================================================================================

Chart 14: KAS-USD (Overvalued by 12.8%, Window = 365 days) | Price: $0.081667 | Date: 2025-07-10 | Daily: +0.1% | MTD: +8.2% | QTD: +8.2% | YTD: -28.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.081667 ($0.051835,-37% - $0.101099,+24%)
   +30d (1m): $0.067018,-17.9% ($0.047965,-41% - $0.093641,+15%)
   +60d (2m): $0.062044,-24.0% ($0.044380,-46% - $0.086739,+6%)
   +90d (3m): $0.057439,-29.7% ($0.041060,-50% - $0.080351,-2%)
   +180d (6m): $0.045575,-44.2% ($0.032504,-60% - $0.063902,-22%)
   +365d (1y): $0.028326,-65.3% ($0.020067,-75% - $0.039984,-51%)
   +EOY (174d): $0.046283,-43.3% ($0.033015,-60% - $0.064884,-21%)
   End-of-year outlook: 📉 Bearish Trend (-43.3%)
   Confidence: 72.0% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈8%)
   📅 Days until EOY 2025: 174 days | EOY Target: $0.046283 (-43.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
KAS - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -15.69%
Rounded target for matching: -16%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       42.1%     -1.86%     -0.14%     16.69%       -8.18%        7.90%    -17.47%     64.62%
 14 days       19       31.6%     -4.95%     -1.50%     20.21%      -11.24%        8.24%    -32.94%     69.01%
 30 days       19       57.9%      4.50%      4.45%     27.54%       -8.83%       17.72%    -31.60%     88.43%
 90 days       19       63.2%     16.41%     52.91%    125.09%       -7.39%      113.20%    -49.57%    454.51%
180 days       14       57.1%     10.76%     91.97%    193.55%      -19.78%      203.72%    -54.43%    561.40%
365 days        9       55.6%      0.63%    588.00%    857.89%      -71.43%     1247.44%    -58.19%   2044.45%


========================================================================================================================
KAS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 8.18%
Rounded target for matching: 8%
Similar historical periods found: 11
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       11       36.4%     -2.53%     -0.88%     15.62%      -11.37%        9.61%    -25.05%     35.53%
 14 days       11       36.4%     -4.91%     -0.22%     28.46%      -19.34%       18.90%    -32.72%     78.46%
 30 days       11       54.5%      4.73%     18.66%     54.26%      -17.80%       55.11%    -36.08%    155.67%
 90 days       10       50.0%     27.47%     27.98%     56.74%      -12.61%       68.57%    -52.38%    113.68%
180 days        7       71.4%      9.18%     67.44%    127.90%      -50.85%      185.73%    -43.58%    355.99%
365 days        6       33.3%    -12.54%     98.15%    209.98%     -122.22%      318.51%    -44.04%    551.74%


========================================================================================================================

Chart 15: XMR-USD (Overvalued by 11.1%, Window = 500 days) | Price: $325.19 | Date: 2025-07-10 | Daily: -0.3% | MTD: +0.0% | QTD: +0.0% | YTD: +68.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $325.19 ($228.99,-30% - $374.33,+15%)
   +30d (1m): $309.11,-4.9% ($241.72,-26% - $395.28,+22%)
   +60d (2m): $326.35,+0.4% ($255.15,-22% - $417.41,+28%)
   +90d (3m): $344.55,+6.0% ($269.32,-17% - $440.79,+36%)
   +180d (6m): $405.47,+24.7% ($316.69,-3% - $519.15,+60%)
   +365d (1y): $566.65,+74.3% ($441.58,+36% - $727.14,+124%)
   +EOY (174d): $401.10,+23.3% ($313.29,-4% - $513.52,+58%)
   End-of-year outlook: 📈 Bullish Trend (+23.3%)
   Confidence: 81.5% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈57%)
   📅 Days until EOY 2025: 174 days | EOY Target: $401.10 (+23.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XMR - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -3.96%
Rounded target for matching: -4%
Similar historical periods found: 41
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       41       46.3%     -0.05%     -0.19%     11.90%       -3.94%        3.57%    -26.48%     53.04%
 14 days       41       51.2%      0.23%      1.43%     18.56%       -4.43%        7.29%    -38.18%     64.29%
 30 days       41       51.2%      2.44%      5.40%     30.27%       -4.15%       14.96%    -58.33%     82.50%
 90 days       39       66.7%      4.43%     16.56%     50.35%        0.24%       32.88%    -61.47%    215.42%
180 days       38       73.7%     12.31%     22.94%     49.57%        6.65%       39.24%    -61.77%    161.65%
365 days       30       46.7%     -2.16%     32.00%     82.68%        1.12%       62.87%    -74.72%    249.83%


========================================================================================================================
XMR - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 57.37%
Rounded target for matching: 57%
Similar historical periods found: 5
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        5       60.0%      4.71%     13.63%     21.15%      -12.63%       39.90%     -3.39%     54.22%
 14 days        5       40.0%     -5.85%      5.35%     15.76%      -14.22%       24.92%     -8.66%     30.68%
 30 days        5       80.0%     27.12%     26.63%     25.92%       -5.55%       58.81%     -2.31%     71.40%
 90 days        4       75.0%     30.67%     51.91%     66.88%      -54.51%      158.33%    -11.78%    158.10%
180 days        4       75.0%     31.70%     35.92%     35.56%      -20.66%       92.51%     -4.64%     84.94%
365 days        4       50.0%     -5.73%     -2.06%     20.72%      -35.03%       30.92%    -26.12%     29.37%


========================================================================================================================

CRYPTO STATISTICS:
------------------------------------------------------------
Total crypto instruments analyzed: 90
Average R-squared: 0.6587
Best R-squared: 0.987605
Average annual growth: 5699.5%

Valuation breakdown:
  🔴 OVERVALUED: 16 (17.8%) - Sell Warnings
  🟢 UNDERVALUED: 12 (13.3%) - Buy Opportunities
  🟡 FAIR_VALUE: 7 (7.8%) - Hold/Monitor

Optimal window distribution:
  120 days: 13 instruments (14.4%)
  180 days: 29 instruments (32.2%)
  365 days: 6 instruments (6.7%)
  500 days: 13 instruments (14.4%)
  750 days: 13 instruments (14.4%)

📊 CRYPTO TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 12
  🔴 High-quality overvalued warnings: 16
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued cryptos with strong trends
  ⚠️  Consider reducing overvalued crypto positions

======================================================================================================================================================
🔥 TOP 8 CURRENCY INSTRUMENTS - BEST TREND ANALYSIS
======================================================================================================================================================
Rank Symbol       R²       Win  Growth%  Price          Val        Dev%   Daily%  WTD%    BTD%    MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    GBPUSD=X     0.9339   120      38.8 1.3573         🟡FAIR        -1.7    -0.1    -0.6    -1.1    -1.2    -1.2    +8.4
2    EURUSD=X     0.9156   120      51.4 1.1693         🟡FAIR        -1.0    -0.3    -0.7    -0.3    -0.8    -0.8   +13.0
3    DX-Y.NYB     0.9101   120     -30.5 97.695         🟡FAIR         1.4    +0.2    +0.8    +0.5    +0.9    +0.9   -10.0
4    USDCHF=X     0.8989   120     -36.7 0.7973         🟡FAIR         0.8    +0.2    +0.4    -0.1    +0.6    +0.6   -12.2
5    USDCAD=X     0.8452   120     -18.5 1.3676         🟡FAIR         0.8    +0.1    +0.5    -0.0    +0.5    +0.5    -4.9
6    NZDUSD=X     0.7885   120      29.0 0.6026         🟡FAIR        -1.0    +0.5    -0.4    -0.6    -1.1    -1.1    +7.6
7    USDJPY=X     0.6783   1000     10.8 146.34         🟡FAIR         nan    -0.3    +1.3    +1.3    +1.8    +1.8    -7.2
8    AUDUSD=X     0.6200   1000     -4.7 0.6579         🟡FAIR         nan    +0.8    +0.4    +0.7    +0.0    +0.0    +6.2

📊 DISPLAYING 8 CURRENCY TREND LEADER CHARTS (Window > 10 days):
------------------------------------------------------------------------------------------------------------------------

Chart 1: GBPUSD=X (R² = 0.9339, Window = 120 days) | Price: 1.3573 | Date: 2025-07-10 | Daily: -0.1% | MTD: -1.2% | QTD: -1.2% | YTD: +8.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 1.3573 (1.3575,+0% - 1.4035,+3%)
   +30d (1m): 1.4180,+4.5% (1.3942,+3% - 1.4422,+6%)
   +60d (2m): 1.4567,+7.3% (1.4318,+5% - 1.4820,+9%)
   +90d (3m): 1.4965,+10.2% (1.4702,+8% - 1.5232,+12%)
   +180d (6m): 1.6224,+19.5% (1.5912,+17% - 1.6543,+22%)
   +365d (1y): 1.9156,+41.1% (1.8690,+38% - 1.9634,+45%)
   +EOY (174d): 1.6137,+18.9% (1.5829,+17% - 1.6452,+21%)
   End-of-year outlook: 📈 Bullish Trend (+18.9%)
   Confidence: 93.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈7%)
   📅 Days until EOY 2025: 174 days | EOY Target: 1.6137 (+18.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GBPUSD - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 3.00%
Rounded target for matching: 3%
Similar historical periods found: 443
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      443       47.0%     -0.12%     -0.05%      1.31%       -0.17%        0.07%     -3.09%      4.60%
 14 days      443       47.6%     -0.08%     -0.09%      1.98%       -0.27%        0.10%     -9.00%      5.74%
 30 days      443       48.1%     -0.10%     -0.25%      2.61%       -0.50%       -0.01%    -12.06%      8.70%
 90 days      430       53.3%      0.35%     -0.36%      4.34%       -0.77%        0.05%    -25.34%     12.49%
180 days      429       45.9%     -0.47%     -0.34%      5.70%       -0.88%        0.20%    -27.59%     12.40%
365 days      411       40.1%     -2.13%     -3.66%      9.42%       -4.58%       -2.75%    -29.91%     12.93%


========================================================================================================================
GBPUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 6.87%
Rounded target for matching: 7%
Similar historical periods found: 122
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      122       49.2%     -0.05%     -0.07%      1.38%       -0.31%        0.18%     -4.08%      3.67%
 14 days      122       40.2%     -0.34%     -0.38%      1.70%       -0.68%       -0.07%     -5.65%      3.58%
 30 days      122       34.4%     -0.86%     -0.87%      2.28%       -1.28%       -0.46%     -7.29%      6.35%
 90 days      117       59.0%      0.58%      0.09%      3.79%       -0.60%        0.79%    -10.72%     10.12%
180 days      117       57.3%      0.70%      0.40%      4.87%       -0.50%        1.29%    -11.37%      9.65%
365 days      115       37.4%     -1.83%     -2.28%      7.82%       -3.72%       -0.83%    -21.67%     10.49%


========================================================================================================================

Chart 2: EURUSD=X (R² = 0.9156, Window = 120 days) | Price: 1.1693 | Date: 2025-07-10 | Daily: -0.3% | MTD: -0.8% | QTD: -0.8% | YTD: +13.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 1.1693 (1.1533,-1% - 1.2102,+3%)
   +30d (1m): 1.2224,+4.5% (1.1929,+2% - 1.2526,+7%)
   +60d (2m): 1.2647,+8.2% (1.2336,+6% - 1.2966,+11%)
   +90d (3m): 1.3086,+11.9% (1.2756,+9% - 1.3424,+15%)
   +180d (6m): 1.4495,+24.0% (1.4093,+21% - 1.4907,+27%)
   +365d (1y): 1.7884,+52.9% (1.7259,+48% - 1.8532,+58%)
   +EOY (174d): 1.4396,+23.1% (1.4000,+20% - 1.4803,+27%)
   End-of-year outlook: 📈 Bullish Trend (+23.1%)
   Confidence: 91.6% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 174 days | EOY Target: 1.4396 (+23.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
EURUSD - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 5.39%
Rounded target for matching: 5%
Similar historical periods found: 232
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      232       52.2%      0.08%      0.14%      1.33%       -0.03%        0.32%     -4.86%      4.41%
 14 days      232       55.6%      0.25%      0.24%      1.97%       -0.01%        0.50%     -3.99%      5.30%
 30 days      232       49.6%     -0.03%      0.47%      2.65%        0.13%        0.81%     -6.02%      6.45%
 90 days      223       71.7%      2.61%      1.66%      3.88%        1.15%        2.17%    -10.01%      9.28%
180 days      223       60.1%      1.35%      0.76%      6.27%       -0.07%        1.59%    -18.50%     14.96%
365 days      222       35.6%     -2.97%     -1.61%      6.80%       -2.51%       -0.71%    -13.36%     19.72%


========================================================================================================================
EURUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 11.52%
Rounded target for matching: 12%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       31.6%     -0.98%     -0.92%      2.20%       -1.99%        0.14%     -5.07%      2.70%
 14 days       19       26.3%     -1.89%     -1.72%      2.31%       -2.84%       -0.61%     -5.23%      1.97%
 30 days       19       10.5%     -3.07%     -2.83%      2.47%       -4.02%       -1.64%     -6.47%      2.47%
 90 days       19       21.1%     -1.47%     -1.53%      3.16%       -3.05%       -0.01%     -5.55%      5.91%
180 days       19       36.8%     -2.95%     -3.31%      6.46%       -6.42%       -0.19%    -14.20%      5.43%
365 days       19        0.0%     -5.10%     -5.86%      3.16%       -7.38%       -4.33%    -13.14%     -1.69%


========================================================================================================================

Chart 3: DX-Y.NYB (R² = 0.9101, Window = 120 days) | Price: 97.695 | Date: 2025-07-10 | Daily: +0.2% | MTD: +0.9% | QTD: +0.9% | YTD: -10.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 97.695 (94.248,-4% - 98.452,+1%)
   +30d (1m): 93.491,-4.3% (91.443,-6% - 95.585,-2%)
   +60d (2m): 90.738,-7.1% (88.711,-9% - 92.812,-5%)
   +90d (3m): 88.067,-9.9% (86.050,-12% - 90.131,-8%)
   +180d (6m): 80.515,-17.6% (78.490,-20% - 82.592,-15%)
   +365d (1y): 66.964,-31.5% (64.837,-34% - 69.161,-29%)
   +EOY (174d): 80.998,-17.1% (78.975,-19% - 83.072,-15%)
   End-of-year outlook: 📉 Bearish Trend (-17.1%)
   Confidence: 91.0% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈-8%)
   📅 Days until EOY 2025: 174 days | EOY Target: 80.998 (-17.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
DXY - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -2.64%
Rounded target for matching: -3%
Similar historical periods found: 1098
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1098       40.0%     -0.28%     -0.25%      1.29%       -0.32%       -0.17%     -4.57%      6.77%
 14 days     1098       41.1%     -0.41%     -0.42%      1.86%       -0.53%       -0.31%     -6.31%      6.36%
 30 days     1098       41.1%     -0.70%     -0.67%      2.80%       -0.84%       -0.50%     -8.15%      9.23%
 90 days     1088       41.8%     -1.35%     -0.92%      4.58%       -1.20%       -0.65%    -13.08%     17.37%
180 days     1088       44.9%     -1.81%     -0.78%      7.26%       -1.22%       -0.35%    -21.37%     18.90%
365 days     1074       50.0%     -0.01%     -0.28%     10.33%       -0.90%        0.34%    -29.45%     28.92%


========================================================================================================================
DXY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -8.48%
Rounded target for matching: -8%
Similar historical periods found: 383
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      383       51.7%      0.09%      0.05%      1.36%       -0.08%        0.19%     -6.03%      4.78%
 14 days      383       46.7%     -0.17%     -0.20%      1.98%       -0.40%        0.00%     -7.23%      5.89%
 30 days      383       46.7%     -0.35%     -0.44%      2.66%       -0.71%       -0.17%     -8.30%     10.88%
 90 days      375       44.5%     -0.58%     -0.60%      5.15%       -1.13%       -0.08%    -12.85%     15.95%
180 days      375       54.1%      0.56%     -0.48%      8.60%       -1.35%        0.39%    -21.18%     18.75%
365 days      375       61.6%      1.30%     -0.42%     11.19%       -1.56%        0.71%    -29.92%     27.22%


========================================================================================================================

Chart 4: USDCHF=X (R² = 0.8989, Window = 120 days) | Price: 0.7973 | Date: 2025-07-10 | Daily: +0.2% | MTD: +0.6% | QTD: +0.6% | YTD: -12.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 0.7973 (0.7680,-4% - 0.8145,+2%)
   +30d (1m): 0.7617,-4.5% (0.7393,-7% - 0.7847,-2%)
   +60d (2m): 0.7335,-8.0% (0.7116,-11% - 0.7562,-5%)
   +90d (3m): 0.7064,-11.4% (0.6848,-14% - 0.7288,-9%)
   +180d (6m): 0.6310,-20.9% (0.6098,-24% - 0.6530,-18%)
   +365d (1y): 0.5003,-37.3% (0.4790,-40% - 0.5225,-34%)
   +EOY (174d): 0.6358,-20.3% (0.6145,-23% - 0.6578,-18%)
   End-of-year outlook: 📉 Bearish Trend (-20.3%)
   Confidence: 89.9% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 174 days | EOY Target: 0.6358 (-20.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
USDCHF - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -5.63%
Rounded target for matching: -6%
Similar historical periods found: 175
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      175       50.9%      0.09%     -0.03%      2.20%       -0.36%        0.30%     -8.60%     11.35%
 14 days      175       55.4%      0.28%      0.35%      2.94%       -0.09%        0.79%     -8.52%     14.84%
 30 days      175       54.3%      0.45%      0.64%      4.37%       -0.01%        1.29%     -7.77%     16.54%
 90 days      167       53.3%      0.56%      0.61%      6.86%       -0.44%        1.66%    -12.23%     21.30%
180 days      167       61.7%      1.79%      2.19%      7.58%        1.03%        3.35%    -16.47%     19.34%
365 days      158       55.7%      2.78%      1.40%      7.18%        0.27%        2.53%    -12.90%     18.20%


========================================================================================================================
USDCHF - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -11.08%
Rounded target for matching: -11%
Similar historical periods found: 40
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       40       55.0%      0.17%      0.04%      2.51%       -0.76%        0.85%     -4.99%      4.45%
 14 days       40       47.5%     -0.09%      0.70%      3.62%       -0.46%        1.85%     -8.52%     10.64%
 30 days       40       55.0%      1.42%      1.40%      5.27%       -0.28%        3.09%    -12.83%     16.15%
 90 days       40       82.5%      6.66%      6.41%      5.52%        4.64%        8.17%     -5.66%     18.63%
180 days       40       95.0%      9.85%      9.78%      7.16%        7.50%       12.07%    -15.73%     21.65%
365 days       40       90.0%      7.27%      7.18%      5.72%        5.36%        9.01%     -8.44%     17.49%


========================================================================================================================

Chart 5: USDCAD=X (R² = 0.8452, Window = 120 days) | Price: 1.3676 | Date: 2025-07-10 | Daily: +0.1% | MTD: +0.5% | QTD: +0.5% | YTD: -4.9%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 1.3676 (1.3350,-2% - 1.3802,+1%)
   +30d (1m): 1.3348,-2.4% (1.3125,-4% - 1.3576,-1%)
   +60d (2m): 1.3127,-4.0% (1.2902,-6% - 1.3355,-2%)
   +90d (3m): 1.2908,-5.6% (1.2682,-7% - 1.3139,-4%)
   +180d (6m): 1.2275,-10.2% (1.2039,-12% - 1.2516,-8%)
   +365d (1y): 1.1070,-19.1% (1.0800,-21% - 1.1346,-17%)
   +EOY (174d): 1.2316,-9.9% (1.2081,-12% - 1.2557,-8%)
   End-of-year outlook: 📉 Bearish Trend (-9.9%)
   Confidence: 84.5% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 174 days | EOY Target: 1.2316 (-9.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
USDCAD - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -2.13%
Rounded target for matching: -2%
Similar historical periods found: 601
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      601       53.6%      0.11%      0.11%      1.19%        0.01%        0.20%     -4.37%      6.10%
 14 days      601       54.6%      0.27%      0.19%      1.72%        0.06%        0.33%     -6.98%      5.14%
 30 days      601       55.4%      0.35%      0.17%      2.53%       -0.03%        0.37%    -11.84%      6.59%
 90 days      591       54.5%      0.62%      0.09%      4.24%       -0.25%        0.44%    -12.90%      9.43%
180 days      590       52.9%      0.58%      0.73%      7.02%        0.17%        1.30%    -17.09%     29.95%
365 days      581       54.6%      1.04%      0.68%      8.73%       -0.03%        1.39%    -16.77%     27.90%


========================================================================================================================
USDCAD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -5.62%
Rounded target for matching: -6%
Similar historical periods found: 137
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      137       55.5%      0.22%      0.14%      1.43%       -0.10%        0.39%     -3.48%      3.67%
 14 days      137       56.2%      0.20%      0.08%      2.01%       -0.26%        0.42%     -5.38%      4.29%
 30 days      137       54.7%      0.30%     -0.07%      2.81%       -0.55%        0.40%     -7.97%      6.62%
 90 days      137       50.4%      0.08%     -0.47%      3.61%       -1.08%        0.14%     -9.27%      6.14%
180 days      137       43.8%     -1.08%     -0.94%      5.05%       -1.80%       -0.09%    -11.64%      8.85%
365 days      137       48.9%     -0.17%      1.85%      8.71%        0.38%        3.33%    -12.30%     26.00%


========================================================================================================================

Chart 6: NZDUSD=X (R² = 0.7885, Window = 120 days) | Price: 0.6026 | Date: 2025-07-10 | Daily: +0.5% | MTD: -1.1% | QTD: -1.1% | YTD: +7.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 0.6026 (0.5936,-1% - 0.6243,+4%)
   +30d (1m): 0.6216,+3.2% (0.6059,+1% - 0.6377,+6%)
   +60d (2m): 0.6348,+5.3% (0.6184,+3% - 0.6516,+8%)
   +90d (3m): 0.6482,+7.6% (0.6311,+5% - 0.6658,+10%)
   +180d (6m): 0.6902,+14.6% (0.6702,+11% - 0.7108,+18%)
   +365d (1y): 0.7854,+30.3% (0.7566,+26% - 0.8152,+35%)
   +EOY (174d): 0.6873,+14.1% (0.6676,+11% - 0.7077,+17%)
   End-of-year outlook: 📈 Bullish Trend (+14.1%)
   Confidence: 78.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈7%)
   📅 Days until EOY 2025: 174 days | EOY Target: 0.6873 (+14.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NZDUSD - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 2.80%
Rounded target for matching: 3%
Similar historical periods found: 391
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      391       50.6%      0.05%     -0.08%      1.71%       -0.25%        0.09%     -9.73%      5.66%
 14 days      391       52.4%      0.16%     -0.02%      2.38%       -0.26%        0.22%     -9.59%      4.98%
 30 days      391       48.1%     -0.08%     -0.21%      3.22%       -0.53%        0.11%     -9.11%      8.12%
 90 days      379       44.1%     -0.76%     -0.58%      5.18%       -1.10%       -0.06%    -15.30%     15.36%
180 days      379       42.2%     -1.33%     -0.83%      8.29%       -1.66%        0.01%    -32.83%     33.57%
365 days      361       44.9%     -2.04%     -2.66%     11.65%       -3.86%       -1.45%    -29.57%     29.37%


========================================================================================================================
NZDUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 7.34%
Rounded target for matching: 7%
Similar historical periods found: 195
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      195       48.7%     -0.05%     -0.19%      1.73%       -0.43%        0.06%     -9.73%      4.68%
 14 days      195       47.7%     -0.19%     -0.11%      2.44%       -0.45%        0.23%     -9.57%      5.56%
 30 days      195       54.9%      0.34%      0.27%      3.44%       -0.21%        0.76%     -9.70%      9.00%
 90 days      192       53.6%      0.43%      0.25%      5.48%       -0.53%        1.03%    -11.00%     14.73%
180 days      192       41.1%     -0.99%      0.46%      8.60%       -0.77%        1.68%    -34.17%     23.63%
365 days      192       29.7%     -5.33%     -4.11%     10.10%       -5.55%       -2.67%    -24.34%     22.96%


========================================================================================================================

Chart 7: USDJPY=X (R² = 0.6783, Window = 1000 days) | Price: 146.34 | Date: 2025-07-10 | Daily: -0.3% | MTD: +1.8% | QTD: +1.8% | YTD: -7.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: 146.34 (143.42,-2% - 178.80,+22%)
   +30d (1m): 161.50,+10.4% (144.64,-1% - 180.33,+23%)
   +60d (2m): 162.87,+11.3% (145.86,-0% - 181.86,+24%)
   +90d (3m): 164.26,+12.2% (147.10,+1% - 183.41,+25%)
   +180d (6m): 168.48,+15.1% (150.87,+3% - 188.14,+29%)
   +365d (1y): 177.50,+21.3% (158.92,+9% - 198.26,+35%)
   +EOY (174d): 168.19,+14.9% (150.62,+3% - 187.82,+28%)
   End-of-year outlook: 📈 Bullish Trend (+14.9%)
   Confidence: 67.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 52 periods in chart (90d ROC≈-2%)
   📅 Days until EOY 2025: 174 days | EOY Target: 168.19 (+14.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
USDJPY - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -1.33%
Rounded target for matching: -1%
Similar historical periods found: 785
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      785       46.1%     -0.14%     -0.17%      1.53%       -0.27%       -0.06%     -6.28%      6.12%
 14 days      785       49.8%     -0.00%     -0.14%      2.20%       -0.29%        0.02%     -6.99%      7.31%
 30 days      785       47.3%     -0.15%     -0.15%      3.11%       -0.37%        0.07%    -15.12%     10.15%
 90 days      781       51.6%      0.28%      0.36%      6.06%       -0.07%        0.79%    -19.31%     19.63%
180 days      779       53.3%      0.50%      2.16%      9.26%        1.51%        2.81%    -16.05%     32.57%
365 days      777       53.2%      1.00%      4.91%     14.49%        3.89%        5.93%    -25.12%     37.24%


========================================================================================================================
USDJPY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -1.98%
Rounded target for matching: -2%
Similar historical periods found: 594
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      594       50.7%      0.05%     -0.05%      1.57%       -0.17%        0.08%    -13.16%      5.99%
 14 days      594       53.7%      0.16%      0.00%      1.97%       -0.15%        0.16%    -13.54%      8.36%
 30 days      594       50.0%      0.00%     -0.05%      2.90%       -0.28%        0.18%    -10.11%     10.93%
 90 days      589       48.2%     -0.21%      0.51%      5.79%        0.04%        0.98%    -17.37%     19.63%
180 days      576       46.2%     -0.50%      1.03%      9.08%        0.29%        1.77%    -17.91%     32.57%
365 days      567       49.4%     -0.10%      3.23%     12.22%        2.23%        4.24%    -20.98%     33.03%


========================================================================================================================

Chart 8: AUDUSD=X (R² = 0.6200, Window = 1000 days) | Price: 0.6579 | Date: 2025-07-10 | Daily: +0.8% | MTD: +0.0% | QTD: +0.0% | YTD: +6.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: 0.6579 (0.5940,-10% - 0.6672,+1%)
   +30d (1m): 0.6271,-4.7% (0.5916,-10% - 0.6646,+1%)
   +60d (2m): 0.6246,-5.1% (0.5893,-10% - 0.6620,+1%)
   +90d (3m): 0.6222,-5.4% (0.5870,-11% - 0.6594,+0%)
   +180d (6m): 0.6149,-6.5% (0.5801,-12% - 0.6517,-1%)
   +365d (1y): 0.6002,-8.8% (0.5662,-14% - 0.6362,-3%)
   +EOY (174d): 0.6154,-6.5% (0.5806,-12% - 0.6522,-1%)
   End-of-year outlook: 📉 Bearish Trend (-6.5%)
   Confidence: 62.0% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 18 periods in chart (90d ROC≈6%)
   📅 Days until EOY 2025: 174 days | EOY Target: 0.6154 (-6.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AUDUSD - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 3.25%
Rounded target for matching: 3%
Similar historical periods found: 292
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      292       52.7%      0.13%      0.11%      1.82%       -0.10%        0.32%     -7.92%      4.68%
 14 days      292       53.1%      0.30%      0.11%      2.69%       -0.20%        0.42%    -10.15%      7.26%
 30 days      292       47.9%     -0.25%     -0.28%      3.44%       -0.68%        0.11%    -10.54%      7.90%
 90 days      283       49.1%     -0.14%     -0.42%      7.08%       -1.25%        0.41%    -33.12%     21.44%
180 days      282       44.0%     -1.36%     -1.55%     11.29%       -2.88%       -0.23%    -33.99%     35.62%
365 days      272       37.1%     -3.26%     -1.72%     12.46%       -3.21%       -0.23%    -27.82%     33.19%


========================================================================================================================
AUDUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.84%
Rounded target for matching: 6%
Similar historical periods found: 151
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      151       53.6%      0.11%      0.22%      1.71%       -0.06%        0.49%     -4.88%      5.94%
 14 days      151       53.6%      0.33%      0.26%      2.99%       -0.22%        0.74%     -8.81%      8.89%
 30 days      151       53.0%      0.26%     -0.19%      3.51%       -0.75%        0.38%    -15.46%     10.69%
 90 days      151       43.0%     -0.35%     -1.06%      8.40%       -2.41%        0.29%    -37.30%     20.21%
180 days      151       32.5%     -2.30%     -2.04%     11.40%       -3.87%       -0.21%    -34.04%     37.04%
365 days      150       26.7%     -4.44%     -3.06%     12.15%       -5.02%       -1.10%    -25.50%     34.65%


========================================================================================================================

CURRENCY STATISTICS:
------------------------------------------------------------
Total currency instruments analyzed: 8
Average R-squared: 0.8238
Best R-squared: 0.933870
Average annual growth: 5.0%

Valuation breakdown:
  🟡 FAIR_VALUE: 6 (75.0%) - Hold/Monitor

Optimal window distribution:
  120 days: 6 instruments (75.0%)
  1000 days: 2 instruments (25.0%)

📊 CURRENCY TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 0
  🔴 High-quality overvalued warnings: 0
  📈 Top trend performers displayed: 8

======================================================================================================================================================
🔥 TOP 15 FUTURES INSTRUMENTS - BEST TREND ANALYSIS
======================================================================================================================================================
Rank Symbol       R²       Win  Growth%  Price          Val        Dev%   Daily%  WTD%    BTD%    MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    GC=F         0.9616   500      36.2 $3.3K          🟡FAIR         0.8    +0.4    +0.6    +1.8    +0.5    +0.5   +26.3
2    LE=F         0.9242   1000     14.4 $218.80        🟡FAIR         1.5    -0.4    +2.5    -2.9    +3.2    +3.2   +14.0
3    ES=F         0.9126   750      19.5 $6.3K          🟡FAIR         0.3    +0.4    +0.4    +1.7    +1.4    +1.4    +6.4
4    KC=F         0.9090   500      67.7 $287.05        🟢UNDER      -28.7    +0.4    +0.5    -7.0    -6.4    -6.4   -10.7
5    DX=F         0.9072   120     -22.1 $97.41         🟡FAIR         1.5    +0.2    +0.8    +0.6    +1.0    +1.0   -10.1
6    NQ=F         0.9035   750      27.5 $23.0K         🟡FAIR        -1.8    -0.1    +0.2    +1.2    +0.7    +0.7    +8.3
7    YM=F         0.8790   750      13.2 $45.0K         🟡FAIR         0.4    +0.6    +0.2    +1.8    +1.5    +1.5    +4.8
8    CC=F         0.8768   750      85.2 $8.1K          🟢UNDER      -36.1   -10.7    -9.0   -13.7   -11.9   -11.9   -30.6
9    ZS=F         0.8612   750     -15.8 $1.0K          🟡FAIR         5.8    +0.1    -2.7    -1.7    -0.9    -0.9    +1.7
10   SI=F         0.8540   750      21.7 $37.30         🟡FAIR         7.9    +2.6    +0.6    +3.9    +3.4    +3.4   +27.5
11   PA=F         0.8465   1000    -24.5 $1.2K          🔴OVER        50.4    +6.2    +8.8    +9.0    +8.6    +8.6   +32.7
12   SB=F         0.8408   180     -35.5 $16.26         🟡FAIR         0.4    -1.8    -0.2    +4.2    +0.3    +0.3   -15.8
13   OJ=F         0.8236   180     -75.3 $263.85        🔴OVER        24.5    +5.2   +17.0   +19.6   +22.7   +22.7   -47.1
14   HE=F         0.8071   120      85.0 $106.28        🟡FAIR        -0.8    -0.8    -1.2    -5.3    -3.4    -3.4   +31.2
15   ZB=F         0.7751   1000     -8.6 $114.03        🟡FAIR         5.8    -0.0    -0.2    -0.4    -1.2    -1.2    +0.2

📊 DISPLAYING 15 FUTURES TREND LEADER CHARTS (Window > 10 days):
------------------------------------------------------------------------------------------------------------------------

Chart 1: GC=F (R² = 0.9616, Window = 500 days) | Price: $3.3K | Date: 2025-07-10 | Daily: +0.4% | MTD: +0.5% | QTD: +0.5% | YTD: +26.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $3.3K ($3.1K,-7% - $3.5K,+6%)
   +30d (1m): $3.4K,+3.0% ($3.2K,-4% - $3.7K,+10%)
   +60d (2m): $3.6K,+6.8% ($3.3K,-0% - $3.8K,+15%)
   +90d (3m): $3.7K,+10.8% ($3.4K,+3% - $4.0K,+19%)
   +180d (6m): $4.1K,+23.8% ($3.8K,+15% - $4.4K,+33%)
   +365d (1y): $5.2K,+55.3% ($4.8K,+45% - $5.5K,+67%)
   +EOY (174d): $4.1K,+22.9% ($3.8K,+15% - $4.4K,+32%)
   End-of-year outlook: 📈 Bullish Trend (+22.9%)
   Confidence: 96.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 22 periods in chart (90d ROC≈15%)
   📅 Days until EOY 2025: 174 days | EOY Target: $4.1K (+22.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GC - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -0.28%
Rounded target for matching: 0%
Similar historical periods found: 447
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      447       64.9%      0.83%      0.57%      2.29%        0.36%        0.78%    -11.08%     10.56%
 14 days      447       60.9%      0.94%      0.85%      3.38%        0.53%        1.16%    -12.57%      9.95%
 30 days      447       61.5%      1.42%      2.09%      5.23%        1.60%        2.57%    -13.50%     22.38%
 90 days      447       74.5%      5.19%      5.65%      8.78%        4.83%        6.47%    -17.09%     28.27%
180 days      436       74.5%      9.55%     10.91%     14.16%        9.58%       12.24%    -24.23%     64.30%
365 days      424       83.7%     17.76%     19.09%     20.12%       17.17%       21.01%    -26.86%     71.47%


========================================================================================================================
GC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 15.09%
Rounded target for matching: 15%
Similar historical periods found: 117
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      117       49.6%     -0.02%     -0.16%      2.73%       -0.66%        0.34%     -6.16%      9.15%
 14 days      117       51.3%      0.07%      0.19%      3.84%       -0.52%        0.89%    -11.73%      9.21%
 30 days      117       49.6%     -0.11%      1.12%      5.94%        0.03%        2.21%    -13.57%     17.01%
 90 days      116       74.1%      6.71%      6.04%      8.41%        4.50%        7.59%    -11.24%     33.43%
180 days      115       75.7%     12.06%     10.20%     12.76%        7.84%       12.55%    -27.46%     36.73%
365 days       95       87.4%     13.86%     16.48%     17.07%       13.00%       19.96%    -23.67%     49.42%


========================================================================================================================

Chart 2: LE=F (R² = 0.9242, Window = 1000 days) | Price: $218.80 | Date: 2025-07-10 | Daily: -0.4% | MTD: +3.2% | QTD: +3.2% | YTD: +14.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $218.80 ($197.55,-10% - $235.07,+7%)
   +30d (1m): $218.98,+0.1% ($200.75,-8% - $238.87,+9%)
   +60d (2m): $222.52,+1.7% ($203.99,-7% - $242.74,+11%)
   +90d (3m): $226.12,+3.3% ($207.28,-5% - $246.67,+13%)
   +180d (6m): $237.27,+8.4% ($217.49,-1% - $258.85,+18%)
   +365d (1y): $261.94,+19.7% ($240.07,+10% - $285.80,+31%)
   +EOY (174d): $236.51,+8.1% ($216.79,-1% - $258.02,+18%)
   End-of-year outlook: 📈 Bullish Trend (+8.1%)
   Confidence: 92.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 61 periods in chart (90d ROC≈11%)
   📅 Days until EOY 2025: 174 days | EOY Target: $236.51 (+8.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LE - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 2.12%
Rounded target for matching: 2%
Similar historical periods found: 383
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      383       58.5%      0.53%      0.45%      2.56%        0.19%        0.71%     -7.26%     11.18%
 14 days      383       60.6%      1.11%      1.16%      3.55%        0.81%        1.52%    -11.95%     14.95%
 30 days      383       65.8%      1.86%      1.31%      4.93%        0.81%        1.80%    -15.62%     16.04%
 90 days      376       69.7%      5.21%      3.50%      8.76%        2.61%        4.39%    -23.13%     26.47%
180 days      356       69.1%      5.68%      5.36%     10.34%        4.29%        6.44%    -22.87%     29.38%
365 days      342       68.4%     11.72%      9.87%     16.37%        8.13%       11.61%    -37.90%     49.18%


========================================================================================================================
LE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.66%
Rounded target for matching: 11%
Similar historical periods found: 206
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      206       54.9%      0.16%      0.17%      2.39%       -0.16%        0.49%     -7.24%      7.04%
 14 days      206       56.8%      0.61%      0.18%      3.45%       -0.29%        0.66%    -10.88%     11.63%
 30 days      206       66.5%      2.03%      1.05%      5.28%        0.32%        1.78%    -15.49%     19.26%
 90 days      197       50.8%      0.42%     -1.09%     10.54%       -2.57%        0.40%    -29.97%     16.90%
180 days      191       59.7%      5.35%      3.67%     11.11%        2.09%        5.26%    -22.39%     31.97%
365 days      190       65.8%      9.94%      6.81%     15.86%        4.54%        9.08%    -27.99%     36.30%


========================================================================================================================

Chart 3: ES=F (R² = 0.9126, Window = 750 days) | Price: $6.3K | Date: 2025-07-10 | Daily: +0.4% | MTD: +1.4% | QTD: +1.4% | YTD: +6.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $6.3K ($5.8K,-9% - $6.9K,+9%)
   +30d (1m): $6.4K,+1.9% ($5.9K,-7% - $7.1K,+12%)
   +60d (2m): $6.6K,+4.1% ($6.0K,-5% - $7.2K,+14%)
   +90d (3m): $6.7K,+6.3% ($6.1K,-3% - $7.4K,+17%)
   +180d (6m): $7.2K,+13.3% ($6.5K,+3% - $7.9K,+24%)
   +365d (1y): $8.2K,+29.1% ($7.4K,+18% - $9.0K,+42%)
   +EOY (174d): $7.1K,+12.8% ($6.5K,+3% - $7.8K,+24%)
   End-of-year outlook: 📈 Bullish Trend (+12.8%)
   Confidence: 91.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 53 periods in chart (90d ROC≈8%)
   📅 Days until EOY 2025: 174 days | EOY Target: $7.1K (+12.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ES - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 11.49%
Rounded target for matching: 11%
Similar historical periods found: 45
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       45       55.6%      0.35%     -0.04%      2.25%       -0.72%        0.63%     -6.27%      5.41%
 14 days       45       55.6%      0.52%      0.08%      2.79%       -0.76%        0.91%     -6.14%      6.51%
 30 days       45       66.7%      2.34%      1.52%      4.53%        0.16%        2.88%    -10.14%      9.61%
 90 days       45       66.7%      6.21%      4.50%      7.61%        2.21%        6.78%    -17.21%     14.53%
180 days       45       86.7%     11.83%     10.31%     13.02%        6.40%       14.23%    -42.35%     26.23%
365 days       45       91.1%     25.20%     22.72%     18.53%       17.15%       28.29%    -30.59%     52.57%


========================================================================================================================
ES - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 8.02%
Rounded target for matching: 8%
Similar historical periods found: 274
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      274       65.7%      0.60%      0.33%      1.78%        0.12%        0.54%     -5.56%      4.26%
 14 days      274       59.9%      0.67%      0.41%      2.50%        0.11%        0.71%     -9.51%      6.35%
 30 days      274       63.1%      1.49%      0.86%      4.14%        0.37%        1.35%    -25.05%      8.19%
 90 days      274       71.5%      4.66%      2.82%      6.69%        2.02%        3.61%    -20.92%     17.20%
180 days      264       79.2%      7.94%      6.02%      9.44%        4.87%        7.16%    -22.68%     24.82%
365 days      243       76.5%     14.60%     12.64%     15.42%       10.69%       14.59%    -40.51%     42.44%


========================================================================================================================

Chart 4: KC=F (R² = 0.9090, Window = 500 days) | Price: $287.05 | Date: 2025-07-10 | Daily: +0.4% | MTD: -6.4% | QTD: -6.4% | YTD: -10.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $287.05 ($334.44,+17% - $484.05,+69%)
   +30d (1m): $427.90,+49.1% ($355.62,+24% - $514.86,+79%)
   +60d (2m): $455.07,+58.5% ($378.15,+32% - $547.64,+91%)
   +90d (3m): $483.97,+68.6% ($402.09,+40% - $582.52,+103%)
   +180d (6m): $582.14,+102.8% ($483.36,+68% - $701.11,+144%)
   +365d (1y): $850.96,+196.5% ($705.38,+146% - $1.0K,+258%)
   +EOY (174d): $575.02,+100.3% ($477.47,+66% - $692.50,+141%)
   End-of-year outlook: 📈 Bullish Trend (+100.3%)
   Confidence: 90.9% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 174 days | EOY Target: $575.02 (+100.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -27.72%
Rounded target for matching: -28%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       87.5%      4.45%      3.72%      5.36%       -0.75%        8.20%     -8.26%     10.09%
 14 days        8      100.0%      5.59%      6.07%      3.52%        3.13%        9.01%      0.15%     11.43%
 30 days        8       87.5%      2.43%      3.94%      3.78%        0.78%        7.10%     -1.28%      9.55%
 90 days        8       75.0%     12.34%     13.37%     11.01%        4.17%       22.57%     -3.88%     28.44%
180 days        8       12.5%     -3.64%     -2.78%      3.17%       -5.43%       -0.13%     -6.78%      4.59%
365 days        8      100.0%     35.79%     30.30%     10.82%       21.26%       39.34%     11.84%     40.77%


========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -26.90%
Rounded target for matching: -27%
Similar historical periods found: 30
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       30       50.0%     -0.19%     -0.32%      5.93%       -2.54%        1.89%    -13.99%     11.29%
 14 days       30       53.3%      0.67%      0.40%      6.46%       -2.01%        2.81%     -9.58%     17.34%
 30 days       30       56.7%      0.85%      3.22%      7.05%        0.58%        5.85%    -10.51%     15.83%
 90 days       30       76.7%      4.46%      7.06%     13.23%        2.13%       12.00%    -18.19%     35.26%
180 days       30       33.3%     -6.11%     -4.21%     10.56%       -8.15%       -0.26%    -27.73%     12.24%
365 days       30       76.7%     26.33%     15.49%     28.07%        5.01%       25.97%    -37.20%     47.76%


========================================================================================================================

Chart 5: DX=F (R² = 0.9072, Window = 120 days) | Price: $97.41 | Date: 2025-07-10 | Daily: +0.2% | MTD: +1.0% | QTD: +1.0% | YTD: -10.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $97.41 ($93.91,-4% - $98.15,+1%)
   +30d (1m): $93.20,-4.3% ($91.13,-6% - $95.31,-2%)
   +60d (2m): $90.47,-7.1% ($88.42,-9% - $92.56,-5%)
   +90d (3m): $87.82,-9.8% ($85.78,-12% - $89.90,-8%)
   +180d (6m): $80.33,-17.5% ($78.28,-20% - $82.43,-15%)
   +365d (1y): $66.88,-31.3% ($64.73,-34% - $69.10,-29%)
   +EOY (174d): $80.81,-17.0% ($78.76,-19% - $82.90,-15%)
   End-of-year outlook: 📉 Bearish Trend (-17.0%)
   Confidence: 90.7% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 14 periods in chart (90d ROC≈-7%)
   📅 Days until EOY 2025: 174 days | EOY Target: $80.81 (-17.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
DX - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -3.39%
Rounded target for matching: -3%
Similar historical periods found: 505
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      505       44.4%     -0.17%     -0.16%      1.26%       -0.27%       -0.05%     -3.49%      3.67%
 14 days      505       43.8%     -0.30%     -0.26%      1.81%       -0.42%       -0.10%     -5.13%      5.23%
 30 days      505       46.5%     -0.27%     -0.37%      2.57%       -0.59%       -0.14%     -6.87%      8.00%
 90 days      495       43.0%     -0.79%     -0.38%      3.92%       -0.73%       -0.04%     -8.47%     10.04%
180 days      495       43.6%     -1.56%     -0.58%      6.18%       -1.13%       -0.04%    -12.94%     19.15%
365 days      479       52.4%      0.29%      0.37%      8.73%       -0.42%        1.15%    -21.03%     25.90%


========================================================================================================================
DX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.57%
Rounded target for matching: -7%
Similar historical periods found: 223
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      223       41.7%     -0.20%     -0.22%      1.21%       -0.38%       -0.06%     -3.47%      3.47%
 14 days      223       47.5%     -0.08%     -0.21%      1.68%       -0.43%        0.01%     -4.11%      4.39%
 30 days      223       54.7%      0.16%      0.07%      2.29%       -0.23%        0.38%     -5.95%      4.97%
 90 days      209       34.4%     -1.51%     -0.98%      3.48%       -1.46%       -0.51%     -7.66%      9.10%
180 days      209       36.8%     -1.61%     -0.94%      6.23%       -1.79%       -0.09%    -12.67%     21.76%
365 days      209       62.7%      2.15%     -0.55%      7.79%       -1.61%        0.52%    -20.57%     14.00%


========================================================================================================================

Chart 6: NQ=F (R² = 0.9035, Window = 750 days) | Price: $23.0K | Date: 2025-07-10 | Daily: -0.1% | MTD: +0.7% | QTD: +0.7% | YTD: +8.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $23.0K ($20.5K,-11% - $26.8K,+16%)
   +30d (1m): $24.1K,+4.8% ($21.1K,-8% - $27.6K,+20%)
   +60d (2m): $24.8K,+7.9% ($21.7K,-6% - $28.4K,+23%)
   +90d (3m): $25.6K,+11.1% ($22.4K,-3% - $29.3K,+27%)
   +180d (6m): $27.9K,+21.1% ($24.4K,+6% - $31.9K,+39%)
   +365d (1y): $33.3K,+44.8% ($29.1K,+26% - $38.2K,+66%)
   +EOY (174d): $27.7K,+20.4% ($24.2K,+5% - $31.7K,+38%)
   End-of-year outlook: 📈 Bullish Trend (+20.4%)
   Confidence: 90.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 31 periods in chart (90d ROC≈12%)
   📅 Days until EOY 2025: 174 days | EOY Target: $27.7K (+20.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NQ - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 14.34%
Rounded target for matching: 14%
Similar historical periods found: 91
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       91       73.6%      1.00%      0.95%      2.43%        0.44%        1.46%     -7.89%      5.87%
 14 days       91       70.3%      1.94%      1.43%      4.37%        0.52%        2.34%    -11.35%     11.06%
 30 days       91       54.9%      0.77%      0.46%      7.27%       -1.06%        1.97%    -21.62%     13.47%
 90 days       91       73.6%      4.81%      4.26%     10.87%        1.99%        6.52%    -39.48%     27.41%
180 days       91       78.0%     13.65%     11.31%     15.75%        8.03%       14.59%    -42.34%     43.58%
365 days       85       87.1%     26.87%     24.81%     25.88%       19.23%       30.40%    -49.00%     70.60%


========================================================================================================================
NQ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 12.49%
Rounded target for matching: 12%
Similar historical periods found: 224
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      224       58.9%      0.39%      0.19%      2.55%       -0.15%        0.52%     -9.52%      6.15%
 14 days      224       58.5%      0.83%      0.37%      3.56%       -0.09%        0.84%    -12.93%      7.93%
 30 days      224       57.6%      2.07%      1.03%      5.38%        0.32%        1.74%    -16.71%     14.08%
 90 days      224       73.7%      5.43%      4.09%     10.32%        2.73%        5.45%    -36.58%     29.55%
180 days      220       71.8%     13.19%      9.14%     15.61%        7.06%       11.21%    -47.46%     47.94%
365 days      208       81.2%     20.82%     18.44%     24.62%       15.08%       21.81%    -45.23%     63.39%


========================================================================================================================

Chart 7: YM=F (R² = 0.8790, Window = 750 days) | Price: $45.0K | Date: 2025-07-10 | Daily: +0.6% | MTD: +1.5% | QTD: +1.5% | YTD: +4.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $45.0K ($41.4K,-8% - $48.4K,+8%)
   +30d (1m): $45.5K,+1.0% ($42.1K,-7% - $49.1K,+9%)
   +60d (2m): $46.1K,+2.5% ($42.7K,-5% - $49.9K,+11%)
   +90d (3m): $46.8K,+4.1% ($43.3K,-4% - $50.6K,+13%)
   +180d (6m): $48.9K,+8.8% ($45.3K,+1% - $52.9K,+18%)
   +365d (1y): $53.6K,+19.2% ($49.6K,+10% - $58.0K,+29%)
   +EOY (174d): $48.8K,+8.5% ($45.1K,+0% - $52.8K,+17%)
   End-of-year outlook: 📈 Bullish Trend (+8.5%)
   Confidence: 87.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 45 periods in chart (90d ROC≈4%)
   📅 Days until EOY 2025: 174 days | EOY Target: $48.8K (+8.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
YM - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 8.88%
Rounded target for matching: 9%
Similar historical periods found: 103
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      103       62.1%      0.66%      0.07%      2.08%       -0.34%        0.47%     -8.00%      3.38%
 14 days      103       57.3%      0.25%      0.04%      2.31%       -0.41%        0.49%     -6.08%      4.98%
 30 days      103       66.0%      1.41%      0.95%      3.55%        0.25%        1.64%    -10.34%      7.89%
 90 days      103       76.7%      4.23%      4.14%      6.02%        2.97%        5.32%    -13.82%     15.10%
180 days      103       80.6%     10.53%      8.27%     10.26%        6.27%       10.28%    -37.33%     26.70%
365 days       98       81.6%     14.83%     11.08%     18.47%        7.37%       14.78%    -44.82%     38.38%


========================================================================================================================
YM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 4.04%
Rounded target for matching: 4%
Similar historical periods found: 346
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      346       51.2%      0.04%      0.02%      2.08%       -0.20%        0.24%     -8.57%     11.08%
 14 days      346       54.0%      0.36%     -0.04%      3.03%       -0.36%        0.28%    -14.24%     11.55%
 30 days      346       59.2%      0.86%      0.55%      4.01%        0.12%        0.97%    -13.15%     13.15%
 90 days      346       68.8%      2.42%      2.03%      6.62%        1.33%        2.73%    -24.26%     24.16%
180 days      339       71.4%      5.07%      4.46%      9.56%        3.44%        5.48%    -38.38%     31.43%
365 days      327       75.5%     10.32%      9.22%     17.31%        7.33%       11.10%    -50.58%     43.17%


========================================================================================================================

Chart 8: CC=F (R² = 0.8768, Window = 750 days) | Price: $8.1K | Date: 2025-07-10 | Daily: -10.7% | MTD: -11.9% | QTD: -11.9% | YTD: -30.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $8.1K ($8.6K,+6% - $18.7K,+131%)
   +30d (1m): $13.6K,+68.4% ($9.2K,+14% - $20.1K,+149%)
   +60d (2m): $14.6K,+81.3% ($9.9K,+23% - $21.6K,+168%)
   +90d (3m): $15.8K,+95.1% ($10.7K,+32% - $23.3K,+188%)
   +180d (6m): $19.6K,+143.0% ($13.3K,+64% - $29.0K,+260%)
   +365d (1y): $30.9K,+282.0% ($20.8K,+158% - $45.7K,+466%)
   +EOY (174d): $19.3K,+139.5% ($13.1K,+62% - $28.6K,+254%)
   End-of-year outlook: 📈 Bullish Trend (+139.5%)
   Confidence: 87.7% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 174 days | EOY Target: $19.3K (+139.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -13.97%
Rounded target for matching: -14%
Similar historical periods found: 80
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       80       58.8%      1.10%      1.77%      5.80%        0.48%        3.06%     -8.86%     26.20%
 14 days       80       56.2%      3.03%      2.88%      8.38%        1.01%        4.74%    -15.57%     34.03%
 30 days       80       68.8%      4.43%      4.73%     11.28%        2.22%        7.24%    -20.49%     35.17%
 90 days       79       60.8%      6.01%      6.74%     16.59%        3.02%       10.46%    -23.12%     48.24%
180 days       79       53.2%      3.97%      6.89%     19.47%        2.53%       11.25%    -30.67%     66.38%
365 days       71       70.4%      9.73%     17.02%     40.82%        7.35%       26.68%    -37.08%    133.28%


========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.07%
Rounded target for matching: 0%
Similar historical periods found: 144
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      144       52.8%      0.28%      0.31%      4.98%       -0.51%        1.13%    -10.20%     12.68%
 14 days      144       52.8%      0.43%      1.03%      7.24%       -0.16%        2.22%    -21.56%     25.40%
 30 days      144       51.4%      0.45%      0.88%     10.45%       -0.84%        2.60%    -28.73%     41.22%
 90 days      143       58.7%      4.49%      5.42%     14.29%        3.05%        7.78%    -35.00%     49.31%
180 days      142       71.1%      6.05%      9.15%     18.06%        6.15%       12.14%    -31.11%     57.83%
365 days      142       64.8%     10.41%     17.55%     48.33%        9.54%       25.57%    -44.07%    336.63%


========================================================================================================================

Chart 9: ZS=F (R² = 0.8612, Window = 750 days) | Price: $1.0K | Date: 2025-07-10 | Daily: +0.1% | MTD: -0.9% | QTD: -0.9% | YTD: +1.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $1.0K ($851.68,-16% - $1.1K,+6%)
   +30d (1m): $937.88,-7.4% ($834.36,-18% - $1.1K,+4%)
   +60d (2m): $918.85,-9.3% ($817.40,-19% - $1.0K,+2%)
   +90d (3m): $900.20,-11.1% ($800.78,-21% - $1.0K,-0%)
   +180d (6m): $846.50,-16.4% ($752.89,-26% - $951.75,-6%)
   +365d (1y): $745.97,-26.4% ($663.22,-35% - $839.05,-17%)
   +EOY (174d): $849.98,-16.1% ($756.00,-25% - $955.65,-6%)
   End-of-year outlook: 📉 Bearish Trend (-16.1%)
   Confidence: 86.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 30 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 174 days | EOY Target: $849.98 (-16.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ZS - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -2.29%
Rounded target for matching: -2%
Similar historical periods found: 304
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      304       49.7%     -0.01%      0.06%      3.74%       -0.36%        0.48%    -15.87%     15.05%
 14 days      304       53.6%      0.31%      0.42%      5.39%       -0.19%        1.03%    -16.61%     20.28%
 30 days      304       62.5%      1.33%      1.14%      7.35%        0.31%        1.97%    -24.38%     24.33%
 90 days      300       59.3%      2.97%      2.88%     13.71%        1.32%        4.44%    -44.45%     50.43%
180 days      289       53.3%      1.57%      4.01%     19.87%        1.71%        6.31%    -46.88%     69.40%
365 days      275       56.0%      5.13%      9.41%     30.62%        5.77%       13.04%    -41.35%    131.74%


========================================================================================================================
ZS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.15%
Rounded target for matching: 0%
Similar historical periods found: 221
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      221       48.0%     -0.19%     -0.02%      3.47%       -0.48%        0.44%    -10.15%     11.22%
 14 days      221       50.2%      0.03%     -0.06%      5.44%       -0.78%        0.66%    -29.57%     18.45%
 30 days      221       48.4%     -0.18%      0.02%      7.72%       -1.01%        1.04%    -30.16%     25.76%
 90 days      214       48.1%     -0.44%      1.22%     14.36%       -0.71%        3.16%    -46.22%     40.18%
180 days      211       55.0%      2.53%      4.99%     19.56%        2.33%        7.64%    -34.11%     78.14%
365 days      205       61.5%      7.59%     16.46%     37.64%       11.27%       21.64%    -39.29%    124.24%


========================================================================================================================

Chart 10: SI=F (R² = 0.8540, Window = 750 days) | Price: $37.30 | Date: 2025-07-10 | Daily: +2.6% | MTD: +3.4% | QTD: +3.4% | YTD: +27.5%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $37.30 ($30.14,-19% - $39.67,+6%)
   +30d (1m): $35.40,-5.1% ($30.85,-17% - $40.61,+9%)
   +60d (2m): $36.24,-2.9% ($31.58,-15% - $41.57,+11%)
   +90d (3m): $37.09,-0.6% ($32.33,-13% - $42.56,+14%)
   +180d (6m): $39.79,+6.7% ($34.67,-7% - $45.66,+22%)
   +365d (1y): $45.96,+23.2% ($40.03,+7% - $52.76,+41%)
   +EOY (174d): $39.60,+6.2% ($34.51,-7% - $45.45,+22%)
   End-of-year outlook: 📈 Bullish Trend (+6.2%)
   Confidence: 85.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈16%)
   📅 Days until EOY 2025: 174 days | EOY Target: $39.60 (+6.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SI - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 14.15%
Rounded target for matching: 14%
Similar historical periods found: 84
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       84       52.4%      0.42%      0.46%      6.89%       -1.03%        1.96%    -19.10%     25.54%
 14 days       84       54.8%      0.95%      0.74%     10.04%       -1.44%        2.91%    -28.44%     37.85%
 30 days       84       54.8%      1.11%      2.96%     13.35%        0.06%        5.86%    -30.30%     38.53%
 90 days       83       60.2%      2.86%      2.42%     16.06%       -1.09%        5.93%    -50.85%     48.68%
180 days       83       54.2%      3.66%      6.03%     22.17%        1.19%       10.87%    -38.35%     77.59%
365 days       78       71.8%     31.83%     23.77%     34.05%       16.09%       31.45%    -41.19%    110.72%


========================================================================================================================
SI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 16.45%
Rounded target for matching: 16%
Similar historical periods found: 54
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       54       44.4%     -0.58%      0.38%      6.89%       -1.50%        2.26%    -10.26%     23.27%
 14 days       54       48.1%     -0.11%      1.83%     10.13%       -0.93%        4.60%    -14.59%     44.21%
 30 days       54       51.9%      0.93%      3.22%     12.42%       -0.17%        6.61%    -17.17%     43.15%
 90 days       54       55.6%      4.05%      3.90%     20.11%       -1.59%        9.39%    -33.16%     69.75%
180 days       53       58.5%      5.20%      9.05%     26.22%        1.82%       16.27%    -42.31%     91.84%
365 days       52       63.5%     20.33%     26.32%     45.43%       13.67%       38.97%    -42.11%    120.32%


========================================================================================================================

Chart 11: PA=F (R² = 0.8465, Window = 1000 days) | Price: $1.2K | Date: 2025-07-10 | Daily: +6.2% | MTD: +8.6% | QTD: +8.6% | YTD: +32.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $1.2K ($610.12,-49% - $1.0K,-13%)
   +30d (1m): $772.35,-35.7% ($590.04,-51% - $1.0K,-16%)
   +60d (2m): $746.97,-37.8% ($570.63,-52% - $977.81,-19%)
   +90d (3m): $722.43,-39.8% ($551.85,-54% - $945.73,-21%)
   +180d (6m): $653.54,-45.6% ($499.13,-58% - $855.71,-29%)
   +365d (1y): $531.87,-55.7% ($406.02,-66% - $696.72,-42%)
   +EOY (174d): $657.92,-45.2% ($502.49,-58% - $861.43,-28%)
   End-of-year outlook: 📉 Bearish Trend (-45.2%)
   Confidence: 84.6% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈33%)
   📅 Days until EOY 2025: 174 days | EOY Target: $657.92 (-45.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 22.63%
Rounded target for matching: 23%
Similar historical periods found: 53
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       53       66.0%      2.41%      1.20%      8.02%       -1.01%        3.41%    -37.33%     13.48%
 14 days       53       62.3%      1.53%      2.54%      8.54%        0.19%        4.90%    -20.95%     19.73%
 30 days       53       58.5%      2.34%      3.05%     12.32%       -0.35%        6.45%    -31.73%     25.71%
 90 days       53       66.0%      7.57%     11.17%     29.75%        2.97%       19.37%    -59.59%     70.29%
180 days       53       79.2%     16.64%     18.20%     34.99%        8.56%       27.85%    -70.35%    139.10%
365 days       53       58.5%     17.79%     33.43%     76.74%       12.28%       54.59%    -69.11%    265.81%


========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 33.49%
Rounded target for matching: 33%
Similar historical periods found: 30
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       30       63.3%      1.44%      0.50%      6.03%       -1.75%        2.75%    -12.94%     10.39%
 14 days       30       73.3%      2.96%      2.20%     12.09%       -2.32%        6.71%    -35.58%     21.49%
 30 days       30       43.3%     -3.89%      2.47%     18.46%       -4.42%        9.36%    -45.52%     55.18%
 90 days       30       56.7%      2.82%      5.86%     30.63%       -5.58%       17.30%    -60.45%     79.29%
180 days       30       66.7%     19.16%     12.63%     35.80%       -0.73%       26.00%    -66.40%     92.51%
365 days       30       60.0%     20.16%     26.75%     69.13%        0.94%       52.56%    -67.08%    236.31%


========================================================================================================================

Chart 12: SB=F (R² = 0.8408, Window = 180 days) | Price: $16.26 | Date: 2025-07-10 | Daily: -1.8% | MTD: +0.3% | QTD: +0.3% | YTD: -15.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $16.26 ($14.97,-8% - $17.51,+8%)
   +30d (1m): $15.37,-5.5% ($14.20,-13% - $16.63,+2%)
   +60d (2m): $14.59,-10.3% ($13.47,-17% - $15.80,-3%)
   +90d (3m): $13.85,-14.8% ($12.78,-21% - $15.01,-8%)
   +180d (6m): $11.84,-27.2% ($10.90,-33% - $12.87,-21%)
   +365d (1y): $8.59,-47.2% ($7.83,-52% - $9.42,-42%)
   +EOY (174d): $11.97,-26.4% ($11.01,-32% - $13.00,-20%)
   End-of-year outlook: 📉 Bearish Trend (-26.4%)
   Confidence: 84.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 10 periods in chart (90d ROC≈-11%)
   📅 Days until EOY 2025: 174 days | EOY Target: $11.97 (-26.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SB - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -8.55%
Rounded target for matching: -9%
Similar historical periods found: 149
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      149       48.3%     -0.33%      0.25%      5.46%       -0.63%        1.14%    -18.39%     27.58%
 14 days      149       45.0%     -1.00%     -0.41%      7.56%       -1.64%        0.81%    -15.98%     33.84%
 30 days      149       49.0%     -0.74%     -0.46%      9.20%       -1.95%        1.03%    -27.02%     31.41%
 90 days      148       44.6%     -3.98%      1.61%     17.51%       -1.23%        4.45%    -27.82%     89.05%
180 days      142       44.4%     -5.06%      6.05%     31.77%        0.78%       11.32%    -34.72%    132.53%
365 days      139       57.6%     11.73%     13.99%     37.23%        7.75%       20.24%    -48.52%    132.79%


========================================================================================================================
SB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -10.76%
Rounded target for matching: -11%
Similar historical periods found: 159
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      159       42.8%     -0.74%     -0.01%      5.09%       -0.80%        0.79%    -10.47%     17.82%
 14 days      159       45.3%     -1.03%     -0.50%      7.21%       -1.63%        0.63%    -18.31%     31.97%
 30 days      159       43.4%     -0.64%     -0.49%     10.33%       -2.11%        1.13%    -22.54%     29.66%
 90 days      151       46.4%     -1.57%      0.32%     19.00%       -2.74%        3.38%    -36.06%     65.11%
180 days      149       46.3%     -0.86%      3.15%     25.73%       -1.01%        7.32%    -36.22%    103.63%
365 days      142       46.5%     -2.79%     11.68%     37.69%        5.42%       17.93%    -49.09%    128.45%


========================================================================================================================

Chart 13: OJ=F (R² = 0.8236, Window = 180 days) | Price: $263.85 | Date: 2025-07-10 | Daily: +5.2% | MTD: +22.7% | QTD: +22.7% | YTD: -47.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $263.85 ($162.34,-38% - $276.50,+5%)
   +30d (1m): $179.37,-32.0% ($137.21,-48% - $234.49,-11%)
   +60d (2m): $151.86,-42.4% ($115.92,-56% - $198.95,-25%)
   +90d (3m): $128.57,-51.3% ($97.89,-63% - $168.87,-36%)
   +180d (6m): $78.02,-70.4% ($58.79,-78% - $103.55,-61%)
   +365d (1y): $27.95,-89.4% ($20.39,-92% - $38.29,-85%)
   +EOY (174d): $80.66,-69.4% ($60.83,-77% - $106.97,-59%)
   End-of-year outlook: 📉 Bearish Trend (-69.4%)
   Confidence: 82.4% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈-13%)
   📅 Days until EOY 2025: 174 days | EOY Target: $80.66 (-69.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
OJ - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 2.99%
Rounded target for matching: 3%
Similar historical periods found: 187
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      187       45.5%     -0.32%      0.52%      5.79%       -0.32%        1.35%    -13.14%     22.39%
 14 days      187       47.6%     -0.33%      0.04%      7.58%       -1.05%        1.14%    -18.21%     26.69%
 30 days      187       45.5%     -0.85%      0.26%     10.35%       -1.23%        1.75%    -26.00%     33.48%
 90 days      184       51.6%      0.52%      1.38%     20.24%       -1.57%        4.32%    -55.10%     48.29%
180 days      180       57.2%      9.04%      7.41%     28.68%        3.19%       11.63%    -43.47%     72.95%
365 days      178       56.2%     12.27%     20.41%     48.98%       13.17%       27.66%    -51.23%    136.50%


========================================================================================================================
OJ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -13.36%
Rounded target for matching: -13%
Similar historical periods found: 115
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      115       39.1%     -0.86%     -0.57%      5.78%       -1.64%        0.50%    -18.67%     17.19%
 14 days      115       40.0%     -2.07%     -0.74%      8.57%       -2.32%        0.85%    -22.13%     31.32%
 30 days      115       35.7%     -3.04%     -1.53%     12.51%       -3.84%        0.78%    -38.93%     34.40%
 90 days      115       32.2%     -7.64%     -2.35%     21.26%       -6.28%        1.58%    -43.13%     63.65%
180 days      113       41.6%     -9.97%     -0.27%     27.70%       -5.43%        4.90%    -38.35%     71.53%
365 days      110       53.6%      9.13%     15.06%     37.41%        7.99%       22.13%    -51.09%    112.16%


========================================================================================================================

Chart 14: HE=F (R² = 0.8071, Window = 120 days) | Price: $106.28 | Date: 2025-07-10 | Daily: -0.8% | MTD: -3.4% | QTD: -3.4% | YTD: +31.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $106.28 ($98.60,-7% - $116.45,+10%)
   +30d (1m): $115.30,+8.5% ($105.96,-0% - $125.46,+18%)
   +60d (2m): $124.06,+16.7% ($113.82,+7% - $135.22,+27%)
   +90d (3m): $133.49,+25.6% ($122.21,+15% - $145.81,+37%)
   +180d (6m): $166.28,+56.5% ($150.90,+42% - $183.24,+72%)
   +365d (1y): $261.20,+145.8% ($230.96,+117% - $295.40,+178%)
   +EOY (174d): $163.87,+54.2% ($148.81,+40% - $180.45,+70%)
   End-of-year outlook: 📈 Bullish Trend (+54.2%)
   Confidence: 80.7% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈27%)
   📅 Days until EOY 2025: 174 days | EOY Target: $163.87 (+54.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HE - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 17.24%
Rounded target for matching: 17%
Similar historical periods found: 87
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       87       50.6%      0.30%     -0.60%      7.47%       -2.19%        0.99%    -23.18%     16.43%
 14 days       87       55.2%      1.50%      0.34%     10.44%       -1.88%        2.56%    -20.73%     23.67%
 30 days       87       52.9%      0.85%     -2.16%     14.46%       -5.24%        0.93%    -39.92%     22.60%
 90 days       86       40.7%     -7.91%     -3.15%     22.20%       -7.91%        1.61%    -50.24%     37.30%
180 days       86       32.6%     -7.33%     -6.24%     18.98%      -10.31%       -2.17%    -53.84%     61.71%
365 days       84       47.6%     -0.55%      2.91%     26.35%       -2.81%        8.63%    -57.49%     62.66%


========================================================================================================================
HE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 27.01%
Rounded target for matching: 27%
Similar historical periods found: 43
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       43       41.9%     -0.93%     -1.07%      7.17%       -3.27%        1.14%    -19.87%     16.90%
 14 days       43       46.5%     -0.84%     -0.65%      8.46%       -3.25%        1.96%    -26.22%     24.18%
 30 days       43       51.2%      0.61%     -0.27%     11.28%       -3.74%        3.20%    -29.78%     26.19%
 90 days       42       28.6%    -13.90%     -5.27%     26.26%      -13.45%        2.91%    -50.26%     68.38%
180 days       42       23.8%     -8.18%     -6.01%     18.99%      -11.93%       -0.10%    -54.75%     65.16%
365 days       39       25.6%    -19.84%     -8.58%     30.35%      -18.42%        1.25%    -56.20%     60.86%


========================================================================================================================

Chart 15: ZB=F (R² = 0.7751, Window = 1000 days) | Price: $114.03 | Date: 2025-07-10 | Daily: -0.0% | MTD: -1.2% | QTD: -1.2% | YTD: +0.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $114.03 ($96.70,-15% - $120.18,+5%)
   +30d (1m): $106.66,-6.5% ($95.67,-16% - $118.91,+4%)
   +60d (2m): $105.53,-7.5% ($94.65,-17% - $117.65,+3%)
   +90d (3m): $104.41,-8.4% ($93.64,-18% - $116.41,+2%)
   +180d (6m): $101.12,-11.3% ($90.69,-20% - $112.75,-1%)
   +365d (1y): $94.68,-17.0% ($84.90,-26% - $105.59,-7%)
   +EOY (174d): $101.33,-11.1% ($90.88,-20% - $112.99,-1%)
   End-of-year outlook: 📉 Bearish Trend (-11.1%)
   Confidence: 77.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 49 periods in chart (90d ROC≈-4%)
   📅 Days until EOY 2025: 174 days | EOY Target: $101.33 (-11.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ZB - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -0.27%
Rounded target for matching: 0%
Similar historical periods found: 631
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      631       54.8%      0.18%      0.15%      1.57%        0.02%        0.27%     -4.51%      7.31%
 14 days      631       53.9%      0.24%      0.22%      2.17%        0.05%        0.39%     -5.24%     13.10%
 30 days      631       51.7%      0.22%      0.52%      3.52%        0.24%        0.79%    -10.83%     13.75%
 90 days      627       53.9%      0.43%      0.99%      5.79%        0.54%        1.45%    -15.15%     18.56%
180 days      626       55.4%      1.30%      1.35%      7.89%        0.73%        1.97%    -20.21%     21.79%
365 days      614       48.9%     -0.41%      1.37%     10.60%        0.53%        2.21%    -24.53%     29.62%


========================================================================================================================
ZB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.20%
Rounded target for matching: -4%
Similar historical periods found: 298
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      298       52.7%      0.10%     -0.04%      1.57%       -0.22%        0.14%     -5.42%      3.98%
 14 days      298       53.4%      0.18%     -0.03%      2.16%       -0.27%        0.22%     -6.34%      4.67%
 30 days      298       54.7%      0.39%      0.11%      3.49%       -0.29%        0.51%    -10.75%      9.83%
 90 days      293       57.3%      1.54%      0.68%      6.56%       -0.08%        1.43%    -15.06%     15.64%
180 days      290       54.8%      2.05%      1.80%      9.01%        0.76%        2.84%    -23.10%     18.56%
365 days      281       62.3%      4.00%      3.64%     14.63%        1.92%        5.35%    -24.00%     32.56%


========================================================================================================================

======================================================================================================================================================
🟢 TOP 3 FUTURES INSTRUMENTS - UNDERVALUED OPPORTUNITIES
======================================================================================================================================================
Rank Symbol       Under%  R²       Growth%  Price          Upside%  Win  Daily%  MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    CC=F            36.1 0.8768       85.2 $8.1K              56.5 750    -10.7   -11.9   -11.9   -30.6
2    KC=F            28.7 0.9090       67.7 $287.05            40.2 500     +0.4    -6.4    -6.4   -10.7
3    NG=F            20.6 0.7426       80.3 $3.32              26.0 365     +3.2    -3.9    -3.9    -9.2

📊 DISPLAYING 3 UNDERVALUED FUTURES OPPORTUNITY CHARTS:
------------------------------------------------------------------------------------------------------------------------

Chart 1: CC=F (Undervalued by 36.1%, Window = 750 days) | Price: $8.1K | Date: 2025-07-10 | Daily: -10.7% | MTD: -11.9% | QTD: -11.9% | YTD: -30.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $8.1K ($8.6K,+6% - $18.7K,+131%)
   +30d (1m): $13.6K,+68.4% ($9.2K,+14% - $20.1K,+149%)
   +60d (2m): $14.6K,+81.3% ($9.9K,+23% - $21.6K,+168%)
   +90d (3m): $15.8K,+95.1% ($10.7K,+32% - $23.3K,+188%)
   +180d (6m): $19.6K,+143.0% ($13.3K,+64% - $29.0K,+260%)
   +365d (1y): $30.9K,+282.0% ($20.8K,+158% - $45.7K,+466%)
   +EOY (174d): $19.3K,+139.5% ($13.1K,+62% - $28.6K,+254%)
   End-of-year outlook: 📈 Bullish Trend (+139.5%)
   Confidence: 87.7% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 174 days | EOY Target: $19.3K (+139.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -13.97%
Rounded target for matching: -14%
Similar historical periods found: 80
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       80       58.8%      1.10%      1.77%      5.80%        0.48%        3.06%     -8.86%     26.20%
 14 days       80       56.2%      3.03%      2.88%      8.38%        1.01%        4.74%    -15.57%     34.03%
 30 days       80       68.8%      4.43%      4.73%     11.28%        2.22%        7.24%    -20.49%     35.17%
 90 days       79       60.8%      6.01%      6.74%     16.59%        3.02%       10.46%    -23.12%     48.24%
180 days       79       53.2%      3.97%      6.89%     19.47%        2.53%       11.25%    -30.67%     66.38%
365 days       71       70.4%      9.73%     17.02%     40.82%        7.35%       26.68%    -37.08%    133.28%


========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.07%
Rounded target for matching: 0%
Similar historical periods found: 144
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      144       52.8%      0.28%      0.31%      4.98%       -0.51%        1.13%    -10.20%     12.68%
 14 days      144       52.8%      0.43%      1.03%      7.24%       -0.16%        2.22%    -21.56%     25.40%
 30 days      144       51.4%      0.45%      0.88%     10.45%       -0.84%        2.60%    -28.73%     41.22%
 90 days      143       58.7%      4.49%      5.42%     14.29%        3.05%        7.78%    -35.00%     49.31%
180 days      142       71.1%      6.05%      9.15%     18.06%        6.15%       12.14%    -31.11%     57.83%
365 days      142       64.8%     10.41%     17.55%     48.33%        9.54%       25.57%    -44.07%    336.63%


========================================================================================================================

Chart 2: KC=F (Undervalued by 28.7%, Window = 500 days) | Price: $287.05 | Date: 2025-07-10 | Daily: +0.4% | MTD: -6.4% | QTD: -6.4% | YTD: -10.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $287.05 ($334.44,+17% - $484.05,+69%)
   +30d (1m): $427.90,+49.1% ($355.62,+24% - $514.86,+79%)
   +60d (2m): $455.07,+58.5% ($378.15,+32% - $547.64,+91%)
   +90d (3m): $483.97,+68.6% ($402.09,+40% - $582.52,+103%)
   +180d (6m): $582.14,+102.8% ($483.36,+68% - $701.11,+144%)
   +365d (1y): $850.96,+196.5% ($705.38,+146% - $1.0K,+258%)
   +EOY (174d): $575.02,+100.3% ($477.47,+66% - $692.50,+141%)
   End-of-year outlook: 📈 Bullish Trend (+100.3%)
   Confidence: 90.9% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 174 days | EOY Target: $575.02 (+100.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -27.72%
Rounded target for matching: -28%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       87.5%      4.45%      3.72%      5.36%       -0.75%        8.20%     -8.26%     10.09%
 14 days        8      100.0%      5.59%      6.07%      3.52%        3.13%        9.01%      0.15%     11.43%
 30 days        8       87.5%      2.43%      3.94%      3.78%        0.78%        7.10%     -1.28%      9.55%
 90 days        8       75.0%     12.34%     13.37%     11.01%        4.17%       22.57%     -3.88%     28.44%
180 days        8       12.5%     -3.64%     -2.78%      3.17%       -5.43%       -0.13%     -6.78%      4.59%
365 days        8      100.0%     35.79%     30.30%     10.82%       21.26%       39.34%     11.84%     40.77%


========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -26.90%
Rounded target for matching: -27%
Similar historical periods found: 30
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       30       50.0%     -0.19%     -0.32%      5.93%       -2.54%        1.89%    -13.99%     11.29%
 14 days       30       53.3%      0.67%      0.40%      6.46%       -2.01%        2.81%     -9.58%     17.34%
 30 days       30       56.7%      0.85%      3.22%      7.05%        0.58%        5.85%    -10.51%     15.83%
 90 days       30       76.7%      4.46%      7.06%     13.23%        2.13%       12.00%    -18.19%     35.26%
180 days       30       33.3%     -6.11%     -4.21%     10.56%       -8.15%       -0.26%    -27.73%     12.24%
365 days       30       76.7%     26.33%     15.49%     28.07%        5.01%       25.97%    -37.20%     47.76%


========================================================================================================================

Chart 3: NG=F (Undervalued by 20.6%, Window = 365 days) | Price: $3.32 | Date: 2025-07-10 | Daily: +3.2% | MTD: -3.9% | QTD: -3.9% | YTD: -9.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $3.32 ($3.14,-5% - $5.57,+68%)
   +30d (1m): $4.48,+35.2% ($3.36,+1% - $5.98,+80%)
   +60d (2m): $4.81,+45.0% ($3.61,+9% - $6.42,+93%)
   +90d (3m): $5.16,+55.5% ($3.87,+17% - $6.89,+108%)
   +180d (6m): $6.37,+92.0% ($4.76,+44% - $8.52,+157%)
   +365d (1y): $9.82,+196.0% ($7.30,+120% - $13.21,+298%)
   +EOY (174d): $6.28,+89.3% ($4.70,+42% - $8.40,+153%)
   End-of-year outlook: 📈 Bullish Trend (+89.3%)
   Confidence: 74.3% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈-20%)
   📅 Days until EOY 2025: 174 days | EOY Target: $6.28 (+89.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NG - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -12.57%
Rounded target for matching: -13%
Similar historical periods found: 100
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      100       53.0%      0.25%      1.13%      8.63%       -0.58%        2.84%    -21.97%     33.88%
 14 days      100       52.0%      0.59%      0.39%     10.92%       -1.77%        2.56%    -30.22%     28.81%
 30 days      100       49.0%     -0.55%      1.75%     15.38%       -1.30%        4.80%    -34.60%     53.70%
 90 days       97       59.8%      6.82%      7.08%     29.22%        1.19%       12.97%    -42.05%     99.09%
180 days       97       54.6%      8.10%      9.22%     40.94%        0.97%       17.47%    -71.39%     98.34%
365 days       96       53.1%      5.52%     14.60%     52.97%        3.87%       25.33%    -66.56%    236.83%


========================================================================================================================
NG - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -19.51%
Rounded target for matching: -20%
Similar historical periods found: 68
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       68       52.9%      0.75%      1.51%      9.63%       -0.82%        3.84%    -28.65%     37.83%
 14 days       68       51.5%      0.39%      0.90%     16.64%       -3.13%        4.93%    -40.76%     72.32%
 30 days       68       41.2%     -3.17%      4.24%     23.35%       -1.42%        9.89%    -62.61%     80.28%
 90 days       68       57.4%      9.98%     10.32%     33.22%        2.28%       18.36%    -64.56%    104.84%
180 days       68       67.6%     21.19%     19.70%     40.73%        9.84%       29.56%    -60.92%    113.86%
365 days       65       67.7%     25.02%     27.66%     60.64%       12.63%       42.69%    -75.63%    222.19%


========================================================================================================================

======================================================================================================================================================
🔴 TOP 4 FUTURES INSTRUMENTS - OVERVALUED WARNINGS
======================================================================================================================================================
Rank Symbol       Over%   R²       Growth%  Price          Risk%    Win  Daily%  MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    PA=F            50.4 0.8465      -24.5 $1.2K              33.5 1000    +6.2    +8.6    +8.6   +32.7
2    OJ=F            24.5 0.8236      -75.3 $263.85            19.7 180     +5.2   +22.7   +22.7   -47.1
3    HO=F            15.3 0.7230      -17.4 $2.39              13.3 500     -0.9    +5.2    +5.2    +3.0
4    ZW=F            11.4 0.7278      -13.9 $555.00            10.3 750     +2.3    +5.3    +5.3    +0.6

📊 DISPLAYING 4 OVERVALUED FUTURES WARNING CHARTS:
------------------------------------------------------------------------------------------------------------------------

Chart 1: PA=F (Overvalued by 50.4%, Window = 1000 days) | Price: $1.2K | Date: 2025-07-10 | Daily: +6.2% | MTD: +8.6% | QTD: +8.6% | YTD: +32.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $1.2K ($610.12,-49% - $1.0K,-13%)
   +30d (1m): $772.35,-35.7% ($590.04,-51% - $1.0K,-16%)
   +60d (2m): $746.97,-37.8% ($570.63,-52% - $977.81,-19%)
   +90d (3m): $722.43,-39.8% ($551.85,-54% - $945.73,-21%)
   +180d (6m): $653.54,-45.6% ($499.13,-58% - $855.71,-29%)
   +365d (1y): $531.87,-55.7% ($406.02,-66% - $696.72,-42%)
   +EOY (174d): $657.92,-45.2% ($502.49,-58% - $861.43,-28%)
   End-of-year outlook: 📉 Bearish Trend (-45.2%)
   Confidence: 84.6% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈33%)
   📅 Days until EOY 2025: 174 days | EOY Target: $657.92 (-45.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 22.63%
Rounded target for matching: 23%
Similar historical periods found: 53
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       53       66.0%      2.41%      1.20%      8.02%       -1.01%        3.41%    -37.33%     13.48%
 14 days       53       62.3%      1.53%      2.54%      8.54%        0.19%        4.90%    -20.95%     19.73%
 30 days       53       58.5%      2.34%      3.05%     12.32%       -0.35%        6.45%    -31.73%     25.71%
 90 days       53       66.0%      7.57%     11.17%     29.75%        2.97%       19.37%    -59.59%     70.29%
180 days       53       79.2%     16.64%     18.20%     34.99%        8.56%       27.85%    -70.35%    139.10%
365 days       53       58.5%     17.79%     33.43%     76.74%       12.28%       54.59%    -69.11%    265.81%


========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 33.49%
Rounded target for matching: 33%
Similar historical periods found: 30
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       30       63.3%      1.44%      0.50%      6.03%       -1.75%        2.75%    -12.94%     10.39%
 14 days       30       73.3%      2.96%      2.20%     12.09%       -2.32%        6.71%    -35.58%     21.49%
 30 days       30       43.3%     -3.89%      2.47%     18.46%       -4.42%        9.36%    -45.52%     55.18%
 90 days       30       56.7%      2.82%      5.86%     30.63%       -5.58%       17.30%    -60.45%     79.29%
180 days       30       66.7%     19.16%     12.63%     35.80%       -0.73%       26.00%    -66.40%     92.51%
365 days       30       60.0%     20.16%     26.75%     69.13%        0.94%       52.56%    -67.08%    236.31%


========================================================================================================================

Chart 2: OJ=F (Overvalued by 24.5%, Window = 180 days) | Price: $263.85 | Date: 2025-07-10 | Daily: +5.2% | MTD: +22.7% | QTD: +22.7% | YTD: -47.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $263.85 ($162.34,-38% - $276.50,+5%)
   +30d (1m): $179.37,-32.0% ($137.21,-48% - $234.49,-11%)
   +60d (2m): $151.86,-42.4% ($115.92,-56% - $198.95,-25%)
   +90d (3m): $128.57,-51.3% ($97.89,-63% - $168.87,-36%)
   +180d (6m): $78.02,-70.4% ($58.79,-78% - $103.55,-61%)
   +365d (1y): $27.95,-89.4% ($20.39,-92% - $38.29,-85%)
   +EOY (174d): $80.66,-69.4% ($60.83,-77% - $106.97,-59%)
   End-of-year outlook: 📉 Bearish Trend (-69.4%)
   Confidence: 82.4% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈-13%)
   📅 Days until EOY 2025: 174 days | EOY Target: $80.66 (-69.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
OJ - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 2.99%
Rounded target for matching: 3%
Similar historical periods found: 187
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      187       45.5%     -0.32%      0.52%      5.79%       -0.32%        1.35%    -13.14%     22.39%
 14 days      187       47.6%     -0.33%      0.04%      7.58%       -1.05%        1.14%    -18.21%     26.69%
 30 days      187       45.5%     -0.85%      0.26%     10.35%       -1.23%        1.75%    -26.00%     33.48%
 90 days      184       51.6%      0.52%      1.38%     20.24%       -1.57%        4.32%    -55.10%     48.29%
180 days      180       57.2%      9.04%      7.41%     28.68%        3.19%       11.63%    -43.47%     72.95%
365 days      178       56.2%     12.27%     20.41%     48.98%       13.17%       27.66%    -51.23%    136.50%


========================================================================================================================
OJ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -13.36%
Rounded target for matching: -13%
Similar historical periods found: 115
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      115       39.1%     -0.86%     -0.57%      5.78%       -1.64%        0.50%    -18.67%     17.19%
 14 days      115       40.0%     -2.07%     -0.74%      8.57%       -2.32%        0.85%    -22.13%     31.32%
 30 days      115       35.7%     -3.04%     -1.53%     12.51%       -3.84%        0.78%    -38.93%     34.40%
 90 days      115       32.2%     -7.64%     -2.35%     21.26%       -6.28%        1.58%    -43.13%     63.65%
180 days      113       41.6%     -9.97%     -0.27%     27.70%       -5.43%        4.90%    -38.35%     71.53%
365 days      110       53.6%      9.13%     15.06%     37.41%        7.99%       22.13%    -51.09%    112.16%


========================================================================================================================

Chart 3: HO=F (Overvalued by 15.3%, Window = 500 days) | Price: $2.39 | Date: 2025-07-10 | Daily: -0.9% | MTD: +5.2% | QTD: +5.2% | YTD: +3.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $2.39 ($1.81,-24% - $2.37,-1%)
   +30d (1m): $2.02,-15.3% ($1.77,-26% - $2.31,-3%)
   +60d (2m): $1.98,-17.2% ($1.73,-28% - $2.26,-5%)
   +90d (3m): $1.93,-19.0% ($1.69,-29% - $2.21,-7%)
   +180d (6m): $1.81,-24.3% ($1.58,-34% - $2.07,-13%)
   +365d (1y): $1.57,-34.2% ($1.37,-43% - $1.80,-25%)
   +EOY (174d): $1.82,-24.0% ($1.59,-34% - $2.08,-13%)
   End-of-year outlook: 📉 Bearish Trend (-24.0%)
   Confidence: 72.3% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈6%)
   📅 Days until EOY 2025: 174 days | EOY Target: $1.82 (-24.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HO - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 15.59%
Rounded target for matching: 16%
Similar historical periods found: 72
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       72       55.6%      1.19%      1.37%      5.31%        0.12%        2.62%    -10.77%     19.37%
 14 days       72       56.9%      1.43%      3.05%      9.45%        0.83%        5.27%    -18.81%     39.73%
 30 days       72       68.1%      4.58%      5.82%     12.27%        2.94%        8.71%    -26.33%     35.02%
 90 days       72       69.4%      6.01%      7.72%     16.73%        3.79%       11.65%    -32.70%     46.14%
180 days       72       66.7%     16.27%     14.83%     25.07%        8.94%       20.72%    -50.52%     64.77%
365 days       72       66.7%     13.32%     23.89%     49.94%       12.16%       35.63%    -48.77%    230.29%


========================================================================================================================
HO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.67%
Rounded target for matching: 6%
Similar historical periods found: 122
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      122       48.4%     -0.14%      0.58%      4.82%       -0.29%        1.44%     -9.71%     15.45%
 14 days      122       49.2%     -0.09%      0.47%      6.02%       -0.60%        1.55%    -12.10%     17.56%
 30 days      122       53.3%      1.20%      2.11%      9.81%        0.35%        3.86%    -19.58%     26.70%
 90 days      122       62.3%      2.88%      6.12%     23.55%        1.90%       10.34%    -58.13%     84.41%
180 days      117       56.4%      8.00%     11.83%     30.92%        6.17%       17.49%    -60.30%     96.11%
365 days      117       49.6%     -0.43%     14.32%     48.03%        5.53%       23.12%    -59.56%    218.73%


========================================================================================================================

Chart 4: ZW=F (Overvalued by 11.4%, Window = 750 days) | Price: $555.00 | Date: 2025-07-10 | Daily: +2.3% | MTD: +5.3% | QTD: +5.3% | YTD: +0.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $555.00 ($426.85,-23% - $581.15,+5%)
   +30d (1m): $489.29,-11.8% ($419.32,-24% - $570.95,+3%)
   +60d (2m): $480.68,-13.4% ($411.91,-26% - $560.93,+1%)
   +90d (3m): $472.22,-14.9% ($404.64,-27% - $551.09,-1%)
   +180d (6m): $447.71,-19.3% ($383.56,-31% - $522.59,-6%)
   +365d (1y): $401.26,-27.7% ($343.59,-38% - $468.62,-16%)
   +EOY (174d): $449.31,-19.0% ($384.93,-31% - $524.45,-6%)
   End-of-year outlook: 📉 Bearish Trend (-19.0%)
   Confidence: 72.8% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 21 periods in chart (90d ROC≈3%)
   📅 Days until EOY 2025: 174 days | EOY Target: $449.31 (-19.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ZW - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 8.19%
Rounded target for matching: 8%
Similar historical periods found: 158
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      158       47.5%     -0.52%      0.41%      6.59%       -0.62%        1.45%    -11.10%     53.88%
 14 days      158       38.6%     -1.76%     -0.56%      7.90%       -1.80%        0.69%    -15.74%     31.76%
 30 days      158       35.4%     -3.25%     -1.50%     10.27%       -3.11%        0.12%    -30.71%     32.81%
 90 days      158       51.9%      0.78%      1.85%     18.07%       -0.99%        4.69%    -38.64%     84.52%
180 days      156       50.6%      0.15%      1.95%     23.10%       -1.70%        5.61%    -40.78%    101.93%
365 days      153       62.1%      9.00%     10.18%     33.04%        4.90%       15.45%    -51.89%    164.05%


========================================================================================================================
ZW - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 3.35%
Rounded target for matching: 3%
Similar historical periods found: 164
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      164       47.6%     -0.18%     -0.03%      4.88%       -0.79%        0.72%    -12.08%     14.02%
 14 days      164       48.8%     -0.13%      0.47%      7.64%       -0.70%        1.65%    -17.99%     25.84%
 30 days      164       51.2%      0.11%      0.88%     10.26%       -0.70%        2.46%    -21.92%     34.68%
 90 days      162       58.6%      2.22%      5.12%     17.79%        2.36%        7.88%    -25.84%     99.36%
180 days      156       64.7%      6.87%     10.51%     23.60%        6.77%       14.24%    -33.16%    125.69%
365 days      148       75.0%     13.25%     17.35%     30.22%       12.44%       22.26%    -49.16%    164.26%


========================================================================================================================

FUTURES STATISTICS:
------------------------------------------------------------
Total futures instruments analyzed: 29
Average R-squared: 0.7617
Best R-squared: 0.961583
Average annual growth: 9.3%

Valuation breakdown:
  🟡 FAIR_VALUE: 13 (44.8%) - Hold/Monitor
  🔴 OVERVALUED: 4 (13.8%) - Sell Warnings
  🟢 UNDERVALUED: 3 (10.3%) - Buy Opportunities

Optimal window distribution:
  120 days: 3 instruments (10.3%)
  180 days: 2 instruments (6.9%)
  365 days: 3 instruments (10.3%)
  500 days: 6 instruments (20.7%)
  750 days: 10 instruments (34.5%)

📊 FUTURES TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 3
  🔴 High-quality overvalued warnings: 4
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued futuress with strong trends
  ⚠️  Consider reducing overvalued futures positions

======================================================================================================================================================
🔥 TOP 15 INDICES INSTRUMENTS - BEST TREND ANALYSIS
======================================================================================================================================================
Rank Symbol       R²       Win  Growth%  Price          Val        Dev%   Daily%  WTD%    BTD%    MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    ^IBEX        0.9440   750      20.4 14.1K          🟡FAIR         4.4    -0.8    +1.3    +0.8    +1.0    +1.0   +21.8
2    ^GDAXI       0.9250   750      20.8 24.5K          🟡FAIR         7.1    -0.4    +2.6    +1.4    +2.0    +2.0   +22.8
3    ^GSPC        0.9118   750      19.4 6.3K           🟡FAIR         0.3    +0.4    +0.5    +1.5    +1.6    +1.6    +6.5
4    ^GSPTSE      0.9111   504      17.3 27.1K          🟡FAIR         1.9    +0.5    +0.3    +1.4    +1.0    +1.0    +9.2
5    ^RUI         0.9090   750      19.2 3.4K           🟡FAIR         0.4    +0.3    +0.4    +1.6    +1.6    +1.6    +6.5
6    ^IXIC        0.8944   750      24.7 20.6K          🟡FAIR         0.2    +0.2    +0.8    +1.4    +1.8    +1.8    +6.4
7    ^BSESN       0.8879   750      14.9 83.2K          🟡FAIR        -2.4    -0.4    -0.2    -1.0    -0.6    -0.6    +6.3
8    ^NSEI        0.8829   750      16.2 25.4K          🟡FAIR        -2.7    -0.5    -0.4    -1.2    -0.8    -0.8    +7.3
9    ^DJI         0.8778   750      13.1 44.8K          🟡FAIR         0.5    +0.7    -0.1    +1.7    +1.6    +1.6    +4.9
10   ^STOXX50E    0.8596   750      14.3 5.4K           🟡FAIR        -1.3    -0.1    +2.7    +1.9    +2.5    +2.5   +10.6
11   IMOEX.ME     0.8511   504      33.6 2.2K           🟢UNDER      -38.2   -30.9    +0.0    +0.0    +0.0    +0.0    +0.0
12   ^BVSP        0.8446   126      35.5 136.5K         🟡FAIR        -3.3    -0.7    -3.3    -0.2    -1.7    -1.7   +13.5
13   ^HSI         0.8444   378      33.3 24.0K          🟡FAIR         0.1    +0.6    +0.8    -1.0    -1.1    -1.1   +20.5
14   ^FTSE        0.8271   504       9.1 9.0K           🟡FAIR         2.0    +1.2    +1.7    +2.0    +2.5    +2.5    +9.8
15   ^AEX         0.8211   750      12.1 927.32         🟡FAIR        -3.4    +0.9    +2.2    +0.7    +1.4    +1.4    +5.5

📊 DISPLAYING 15 INDICES TREND LEADER CHARTS (Window > 10 days):
------------------------------------------------------------------------------------------------------------------------

Chart 1: ^IBEX (R² = 0.9440, Window = 750 days) | Price: 14.1K | Date: 2025-07-10 | Daily: -0.8% | MTD: +1.0% | QTD: +1.0% | YTD: +21.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: 14.1K (12.5K,-11% - 14.6K,+3%)
   +30d (1m): 13.8K,-2.1% (12.8K,-9% - 14.9K,+6%)
   +60d (2m): 14.2K,+0.1% (13.1K,-7% - 15.3K,+8%)
   +90d (3m): 14.5K,+2.3% (13.4K,-5% - 15.6K,+10%)
   +180d (6m): 15.5K,+9.3% (14.3K,+1% - 16.7K,+18%)
   +365d (1y): 17.7K,+25.3% (16.4K,+16% - 19.1K,+35%)
   +EOY (174d): 15.4K,+8.8% (14.3K,+1% - 16.6K,+17%)
   End-of-year outlook: 📈 Bullish Trend (+8.8%)
   Confidence: 94.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 33 periods in chart (90d ROC≈6%)
   📅 Days until EOY 2025: 174 days | EOY Target: 15.4K (+8.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IBEX - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 2.71%
Rounded target for matching: 3%
Similar historical periods found: 398
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      398       58.0%      0.62%      0.39%      3.10%        0.08%        0.69%    -11.98%     11.05%
 14 days      398       54.3%      0.42%      0.22%      4.32%       -0.21%        0.65%    -25.12%     11.97%
 30 days      398       52.8%      0.50%      0.07%      6.79%       -0.60%        0.74%    -35.06%     17.23%
 90 days      396       54.5%      1.70%      0.85%     12.95%       -0.43%        2.13%    -31.88%     38.48%
180 days      381       63.5%      6.55%      4.39%     17.51%        2.63%        6.16%    -37.28%     63.51%
365 days      365       52.9%      2.29%      8.44%     29.34%        5.42%       11.46%    -48.13%    142.77%


========================================================================================================================
IBEX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.75%
Rounded target for matching: 6%
Similar historical periods found: 270
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      270       53.7%      0.15%      0.06%      2.63%       -0.25%        0.38%    -10.87%      8.38%
 14 days      270       55.6%      0.41%      0.34%      4.09%       -0.15%        0.83%    -35.36%      9.77%
 30 days      270       62.2%      1.48%      0.88%      7.02%        0.04%        1.72%    -35.43%     14.68%
 90 days      268       65.3%      4.95%      3.07%     13.85%        1.41%        4.74%    -29.71%     47.05%
180 days      260       68.5%      9.60%      5.93%     17.47%        3.79%        8.06%    -39.23%     55.90%
365 days      249       59.0%     12.66%     13.90%     34.21%        9.63%       18.17%    -47.39%    118.43%


========================================================================================================================

Chart 2: ^GDAXI (R² = 0.9250, Window = 750 days) | Price: 24.5K | Date: 2025-07-10 | Daily: -0.4% | MTD: +2.0% | QTD: +2.0% | YTD: +22.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: 24.5K (20.8K,-15% - 25.0K,+2%)
   +30d (1m): 23.4K,-4.5% (21.3K,-13% - 25.6K,+5%)
   +60d (2m): 23.9K,-2.3% (21.8K,-11% - 26.2K,+7%)
   +90d (3m): 24.4K,-0.1% (22.3K,-9% - 26.8K,+9%)
   +180d (6m): 26.1K,+6.9% (23.9K,-2% - 28.6K,+17%)
   +365d (1y): 30.0K,+22.8% (27.4K,+12% - 32.9K,+35%)
   +EOY (174d): 26.0K,+6.4% (23.7K,-3% - 28.5K,+17%)
   End-of-year outlook: 📈 Bullish Trend (+6.4%)
   Confidence: 92.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 43 periods in chart (90d ROC≈6%)
   📅 Days until EOY 2025: 174 days | EOY Target: 26.0K (+6.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GDAXI - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 3.46%
Rounded target for matching: 3%
Similar historical periods found: 599
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      599       58.9%      0.56%      0.21%      3.03%       -0.03%        0.45%    -13.77%     13.36%
 14 days      599       60.9%      0.80%      0.28%      4.61%       -0.09%        0.65%    -32.54%     11.71%
 30 days      599       63.9%      1.71%      1.08%      6.48%        0.56%        1.60%    -35.22%     15.47%
 90 days      595       69.9%      4.41%      3.36%     10.89%        2.48%        4.23%    -32.18%     43.43%
180 days      583       71.7%     12.02%      8.18%     16.56%        6.83%        9.52%    -44.44%     51.91%
365 days      564       77.5%     17.89%     16.86%     22.03%       15.04%       18.68%    -48.28%    106.49%


========================================================================================================================
GDAXI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.66%
Rounded target for matching: 6%
Similar historical periods found: 368
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      368       55.4%      0.27%      0.16%      2.75%       -0.12%        0.45%    -17.62%      8.00%
 14 days      368       57.6%      0.67%      0.62%      3.92%        0.22%        1.02%    -17.34%     13.53%
 30 days      368       69.0%      2.05%      1.71%      6.26%        1.07%        2.35%    -30.37%     17.82%
 90 days      366       71.6%      6.85%      4.61%     12.43%        3.34%        5.89%    -33.45%     36.48%
180 days      360       74.2%     13.26%     11.35%     16.69%        9.62%       13.08%    -45.84%     61.71%
365 days      352       77.8%     17.87%     19.85%     26.92%       17.02%       22.67%    -47.48%     99.17%


========================================================================================================================

Chart 3: ^GSPC (R² = 0.9118, Window = 750 days) | Price: 6.3K | Date: 2025-07-10 | Daily: +0.4% | MTD: +1.6% | QTD: +1.6% | YTD: +6.5%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: 6.3K (5.7K,-9% - 6.9K,+9%)
   +30d (1m): 6.4K,+1.9% (5.8K,-7% - 7.0K,+12%)
   +60d (2m): 6.5K,+4.0% (6.0K,-5% - 7.2K,+14%)
   +90d (3m): 6.7K,+6.3% (6.1K,-3% - 7.3K,+17%)
   +180d (6m): 7.1K,+13.2% (6.5K,+3% - 7.8K,+24%)
   +365d (1y): 8.1K,+29.0% (7.4K,+17% - 8.9K,+42%)
   +EOY (174d): 7.1K,+12.7% (6.5K,+3% - 7.8K,+24%)
   End-of-year outlook: 📈 Bullish Trend (+12.7%)
   Confidence: 91.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 51 periods in chart (90d ROC≈6%)
   📅 Days until EOY 2025: 174 days | EOY Target: 7.1K (+12.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GSPC - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 11.03%
Rounded target for matching: 11%
Similar historical periods found: 346
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      346       54.0%      0.20%      0.13%      2.63%       -0.15%        0.41%     -9.07%     19.93%
 14 days      346       60.1%      0.74%      0.56%      4.02%        0.14%        0.99%    -15.59%     35.45%
 30 days      346       63.0%      1.69%      1.37%      6.66%        0.66%        2.07%    -32.85%     58.20%
 90 days      346       74.0%      5.03%      3.80%     10.94%        2.65%        4.96%    -45.10%     26.54%
180 days      346       69.4%      6.91%      5.18%     17.78%        3.30%        7.06%    -56.11%     47.66%
365 days      346       65.0%     11.88%      9.42%     26.71%        6.60%       12.25%    -68.75%     94.89%


========================================================================================================================
GSPC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.61%
Rounded target for matching: 6%
Similar historical periods found: 1141
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1141       58.1%      0.32%      0.19%      2.27%        0.06%        0.32%    -23.87%      8.15%
 14 days     1141       59.7%      0.62%      0.48%      3.20%        0.29%        0.66%    -21.31%     17.17%
 30 days     1141       59.7%      1.14%      0.87%      4.64%        0.60%        1.14%    -22.20%     18.67%
 90 days     1141       69.2%      3.00%      2.95%      8.38%        2.47%        3.44%    -30.82%     28.93%
180 days     1120       71.9%      6.54%      6.09%     12.99%        5.32%        6.85%    -51.08%     52.12%
365 days     1114       71.9%      9.97%     10.13%     20.20%        8.94%       11.32%    -56.59%     82.56%


========================================================================================================================

Chart 4: ^GSPTSE (R² = 0.9111, Window = 504 days) | Price: 27.1K | Date: 2025-07-10 | Daily: +0.5% | MTD: +1.0% | QTD: +1.0% | YTD: +9.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 27.1K (25.1K,-7% - 28.2K,+4%)
   +30d (1m): 27.1K,+0.1% (25.6K,-5% - 28.7K,+6%)
   +60d (2m): 27.6K,+2.0% (26.1K,-4% - 29.3K,+8%)
   +90d (3m): 28.2K,+3.9% (26.6K,-2% - 29.8K,+10%)
   +180d (6m): 29.8K,+10.0% (28.2K,+4% - 31.6K,+17%)
   +365d (1y): 33.5K,+23.7% (31.7K,+17% - 35.5K,+31%)
   +EOY (174d): 29.7K,+9.6% (28.1K,+4% - 31.5K,+16%)
   End-of-year outlook: 📈 Bullish Trend (+9.6%)
   Confidence: 91.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 22 periods in chart (90d ROC≈8%)
   📅 Days until EOY 2025: 174 days | EOY Target: 29.7K (+9.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GSPTSE - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 6.92%
Rounded target for matching: 7%
Similar historical periods found: 492
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      492       58.1%      0.28%      0.21%      1.84%        0.05%        0.37%     -8.81%      7.76%
 14 days      492       59.8%      0.70%      0.50%      2.68%        0.26%        0.73%     -9.95%     10.18%
 30 days      492       64.0%      1.03%      0.96%      3.92%        0.61%        1.31%    -14.22%     16.07%
 90 days      492       69.5%      3.41%      2.63%      8.06%        1.92%        3.35%    -43.34%     32.30%
180 days      485       73.2%      8.60%      5.83%     12.57%        4.71%        6.95%    -49.62%     65.05%
365 days      469       71.9%     13.77%     11.19%     19.06%        9.46%       12.92%    -38.02%     64.13%


========================================================================================================================
GSPTSE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 8.44%
Rounded target for matching: 8%
Similar historical periods found: 507
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      507       58.4%      0.26%      0.40%      1.95%        0.23%        0.57%     -6.26%     10.19%
 14 days      507       60.6%      0.67%      0.58%      2.71%        0.35%        0.82%     -8.03%      9.87%
 30 days      507       62.5%      1.07%      1.10%      4.49%        0.71%        1.49%    -29.14%     16.70%
 90 days      507       66.7%      2.55%      2.05%      7.21%        1.42%        2.68%    -25.48%     32.62%
180 days      495       71.5%      4.96%      5.85%     12.13%        4.78%        6.92%    -39.10%     48.91%
365 days      485       70.7%      8.46%      9.76%     18.27%        8.13%       11.39%    -40.46%     72.18%


========================================================================================================================

Chart 5: ^RUI (R² = 0.9090, Window = 750 days) | Price: 3.4K | Date: 2025-07-10 | Daily: +0.3% | MTD: +1.6% | QTD: +1.6% | YTD: +6.5%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: 3.4K (3.1K,-9% - 3.8K,+9%)
   +30d (1m): 3.5K,+1.7% (3.2K,-7% - 3.8K,+12%)
   +60d (2m): 3.6K,+3.9% (3.3K,-5% - 3.9K,+14%)
   +90d (3m): 3.7K,+6.1% (3.3K,-3% - 4.0K,+17%)
   +180d (6m): 3.9K,+13.0% (3.5K,+3% - 4.3K,+24%)
   +365d (1y): 4.4K,+28.5% (4.0K,+17% - 4.9K,+41%)
   +EOY (174d): 3.9K,+12.5% (3.5K,+2% - 4.3K,+24%)
   End-of-year outlook: 📈 Bullish Trend (+12.5%)
   Confidence: 90.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 45 periods in chart (90d ROC≈6%)
   📅 Days until EOY 2025: 174 days | EOY Target: 3.9K (+12.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
RUI - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 10.91%
Rounded target for matching: 11%
Similar historical periods found: 78
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       78       61.5%      0.71%      0.61%      2.30%        0.09%        1.13%     -5.37%      5.88%
 14 days       78       59.0%      1.07%      1.06%      3.29%        0.32%        1.80%     -4.97%      8.59%
 30 days       78       62.8%      1.28%      1.69%      4.67%        0.63%        2.74%     -9.65%     10.56%
 90 days       78       80.8%      6.64%      6.49%      7.75%        4.74%        8.23%    -16.38%     19.77%
180 days       78       91.0%     12.11%     12.35%     11.58%        9.74%       14.96%    -42.24%     31.13%
365 days       78       87.2%     22.93%     20.60%     18.46%       16.44%       24.76%    -28.09%     54.07%


========================================================================================================================
RUI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.59%
Rounded target for matching: 6%
Similar historical periods found: 462
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      462       62.8%      0.39%      0.28%      2.05%        0.10%        0.47%     -7.32%      7.90%
 14 days      462       63.2%      0.99%      0.60%      2.96%        0.33%        0.87%    -12.15%     10.30%
 30 days      462       66.7%      1.66%      1.36%      3.98%        1.00%        1.73%    -19.45%     13.10%
 90 days      462       74.9%      3.65%      3.51%      7.08%        2.86%        4.16%    -27.66%     20.83%
180 days      446       79.1%      8.41%      6.92%     11.17%        5.89%        7.96%    -23.15%     30.73%
365 days      441       81.0%     14.78%     14.03%     19.60%       12.19%       15.86%    -47.20%     57.55%


========================================================================================================================

Chart 6: ^IXIC (R² = 0.8944, Window = 750 days) | Price: 20.6K | Date: 2025-07-10 | Daily: +0.2% | MTD: +1.8% | QTD: +1.8% | YTD: +6.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: 20.6K (18.1K,-12% - 23.4K,+14%)
   +30d (1m): 21.2K,+2.5% (18.6K,-10% - 24.1K,+17%)
   +60d (2m): 21.7K,+5.2% (19.1K,-7% - 24.7K,+20%)
   +90d (3m): 22.3K,+8.0% (19.6K,-5% - 25.4K,+23%)
   +180d (6m): 24.1K,+16.9% (21.2K,+3% - 27.5K,+33%)
   +365d (1y): 28.4K,+37.5% (24.9K,+21% - 32.3K,+56%)
   +EOY (174d): 24.0K,+16.3% (21.1K,+2% - 27.3K,+32%)
   End-of-year outlook: 📈 Bullish Trend (+16.3%)
   Confidence: 89.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 25 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 174 days | EOY Target: 24.0K (+16.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IXIC - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 15.18%
Rounded target for matching: 15%
Similar historical periods found: 152
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      152       67.8%      1.19%      0.81%      2.80%        0.36%        1.25%     -9.68%      7.22%
 14 days      152       72.4%      2.33%      1.78%      3.89%        1.15%        2.40%    -16.63%     10.14%
 30 days      152       64.5%      3.43%      2.99%      7.19%        1.84%        4.14%    -23.53%     25.53%
 90 days      152       72.4%      7.75%      6.89%     14.09%        4.63%        9.15%    -34.04%     54.15%
180 days      152       82.2%     12.34%     10.21%     18.43%        7.26%       13.16%    -60.86%     42.92%
365 days      151       74.2%     18.60%     14.89%     27.23%       10.51%       19.27%    -62.89%     93.02%


========================================================================================================================
IXIC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.56%
Rounded target for matching: 10%
Similar historical periods found: 452
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      452       58.2%      0.53%      0.30%      2.69%        0.06%        0.55%    -11.17%      8.70%
 14 days      452       58.0%      0.72%      0.29%      4.36%       -0.12%        0.69%    -23.15%     16.96%
 30 days      452       59.1%      1.61%      0.47%      6.59%       -0.14%        1.08%    -26.29%     27.55%
 90 days      452       71.0%      4.21%      3.47%     12.08%        2.35%        4.59%    -40.85%     74.46%
180 days      446       71.5%      8.82%      7.72%     17.44%        6.10%        9.34%    -46.78%     97.68%
365 days      441       74.8%     19.12%     17.06%     25.15%       14.71%       19.42%    -58.38%     93.47%


========================================================================================================================

Chart 7: ^BSESN (R² = 0.8879, Window = 750 days) | Price: 83.2K | Date: 2025-07-10 | Daily: -0.4% | MTD: -0.6% | QTD: -0.6% | YTD: +6.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: 83.2K (78.4K,-6% - 92.7K,+11%)
   +30d (1m): 86.7K,+4.2% (79.7K,-4% - 94.3K,+13%)
   +60d (2m): 88.1K,+5.9% (81.1K,-3% - 95.8K,+15%)
   +90d (3m): 89.6K,+7.7% (82.4K,-1% - 97.4K,+17%)
   +180d (6m): 94.2K,+13.2% (86.6K,+4% - 102.4K,+23%)
   +365d (1y): 104.3K,+25.4% (95.9K,+15% - 113.5K,+36%)
   +EOY (174d): 93.9K,+12.8% (86.3K,+4% - 102.1K,+23%)
   End-of-year outlook: 📈 Bullish Trend (+12.8%)
   Confidence: 88.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 31 periods in chart (90d ROC≈12%)
   📅 Days until EOY 2025: 174 days | EOY Target: 93.9K (+12.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BSESN - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 2.52%
Rounded target for matching: 3%
Similar historical periods found: 394
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      394       59.6%      0.85%      0.57%      2.83%        0.29%        0.85%     -9.18%     14.76%
 14 days      394       64.5%      1.25%      1.04%      4.39%        0.61%        1.48%    -18.25%     18.87%
 30 days      394       64.7%      1.36%      1.45%      6.74%        0.78%        2.11%    -20.74%     25.06%
 90 days      391       66.0%      4.70%      4.94%     11.66%        3.78%        6.10%    -27.18%     48.26%
180 days      391       75.4%      7.04%      8.72%     16.04%        7.12%       10.31%    -33.69%     84.01%
365 days      349       81.4%     16.44%     16.80%     23.93%       14.28%       19.32%    -46.93%    103.05%


========================================================================================================================
BSESN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 11.51%
Rounded target for matching: 12%
Similar historical periods found: 185
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      185       44.3%     -0.31%     -0.02%      3.44%       -0.52%        0.48%     -8.75%     17.28%
 14 days      185       48.6%     -0.06%     -0.14%      4.68%       -0.82%        0.54%    -14.44%     22.66%
 30 days      185       50.3%      0.02%     -0.39%      7.14%       -1.42%        0.65%    -23.28%     27.60%
 90 days      185       53.0%      0.38%      1.05%     12.64%       -0.79%        2.88%    -28.36%     42.71%
180 days      185       68.1%      5.84%      6.08%     16.41%        3.70%        8.46%    -30.11%     62.49%
365 days      165       77.6%     16.17%     13.50%     27.02%        9.34%       17.65%    -46.50%     96.39%


========================================================================================================================

Chart 8: ^NSEI (R² = 0.8829, Window = 750 days) | Price: 25.4K | Date: 2025-07-10 | Daily: -0.5% | MTD: -0.8% | QTD: -0.8% | YTD: +7.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: 25.4K (23.8K,-6% - 28.6K,+13%)
   +30d (1m): 26.5K,+4.6% (24.2K,-5% - 29.1K,+15%)
   +60d (2m): 27.0K,+6.5% (24.6K,-3% - 29.6K,+17%)
   +90d (3m): 27.5K,+8.4% (25.1K,-1% - 30.2K,+19%)
   +180d (6m): 29.0K,+14.4% (26.4K,+4% - 31.8K,+26%)
   +365d (1y): 32.4K,+27.8% (29.5K,+16% - 35.6K,+40%)
   +EOY (174d): 28.9K,+14.0% (26.3K,+4% - 31.7K,+25%)
   End-of-year outlook: 📈 Bullish Trend (+14.0%)
   Confidence: 88.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 34 periods in chart (90d ROC≈12%)
   📅 Days until EOY 2025: 174 days | EOY Target: 28.9K (+14.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NSEI - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 3.16%
Rounded target for matching: 3%
Similar historical periods found: 299
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      299       62.2%      0.78%      0.50%      2.40%        0.23%        0.78%     -8.48%      9.27%
 14 days      299       65.2%      1.27%      1.17%      3.64%        0.75%        1.58%    -10.72%     24.12%
 30 days      299       62.2%      1.67%      1.40%      5.61%        0.76%        2.04%    -16.66%     26.63%
 90 days      296       66.9%      4.02%      3.63%     10.41%        2.44%        4.82%    -35.92%     67.84%
180 days      296       74.0%      5.90%      5.92%     11.79%        4.57%        7.27%    -44.84%     79.30%
365 days      261       81.6%     12.55%     14.75%     15.76%       12.82%       16.67%    -21.13%    106.46%


========================================================================================================================
NSEI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 12.45%
Rounded target for matching: 12%
Similar historical periods found: 126
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      126       50.0%     -0.02%     -0.11%      2.39%       -0.53%        0.31%     -7.12%      9.26%
 14 days      126       51.6%      0.04%     -0.22%      3.06%       -0.75%        0.32%     -7.49%     10.77%
 30 days      126       54.8%      0.38%      0.18%      5.21%       -0.74%        1.10%    -25.04%     17.26%
 90 days      126       57.9%      2.10%      1.38%      9.53%       -0.30%        3.06%    -24.98%     28.72%
180 days      126       69.0%      5.64%      5.47%     11.76%        3.40%        7.54%    -41.96%     34.94%
365 days      112       82.1%     17.94%     15.01%     13.96%       12.40%       17.62%    -19.54%     63.61%


========================================================================================================================

Chart 9: ^DJI (R² = 0.8778, Window = 750 days) | Price: 44.8K | Date: 2025-07-10 | Daily: +0.7% | MTD: +1.6% | QTD: +1.6% | YTD: +4.9%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: 44.8K (41.2K,-8% - 48.2K,+8%)
   +30d (1m): 45.2K,+1.0% (41.8K,-7% - 48.9K,+9%)
   +60d (2m): 45.9K,+2.5% (42.5K,-5% - 49.6K,+11%)
   +90d (3m): 46.6K,+4.0% (43.1K,-4% - 50.3K,+12%)
   +180d (6m): 48.7K,+8.7% (45.0K,+1% - 52.6K,+18%)
   +365d (1y): 53.3K,+19.0% (49.3K,+10% - 57.6K,+29%)
   +EOY (174d): 48.5K,+8.4% (44.9K,+0% - 52.5K,+17%)
   End-of-year outlook: 📈 Bullish Trend (+8.4%)
   Confidence: 87.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 43 periods in chart (90d ROC≈2%)
   📅 Days until EOY 2025: 174 days | EOY Target: 48.5K (+8.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
DJI - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 8.21%
Rounded target for matching: 8%
Similar historical periods found: 276
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      276       56.9%      0.32%      0.20%      1.90%       -0.03%        0.42%     -6.05%      4.81%
 14 days      276       61.2%      0.58%      0.33%      2.45%        0.04%        0.62%     -7.00%      7.40%
 30 days      276       62.0%      1.32%      0.97%      3.93%        0.51%        1.44%    -13.33%     10.11%
 90 days      276       73.6%      3.96%      3.32%      7.05%        2.49%        4.16%    -20.16%     19.26%
180 days      274       80.3%      7.46%      8.00%     11.67%        6.61%        9.39%    -38.93%     33.88%
365 days      265       82.3%     17.29%     15.98%     18.49%       13.74%       18.22%    -45.94%     51.74%


========================================================================================================================
DJI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 2.11%
Rounded target for matching: 2%
Similar historical periods found: 506
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      506       54.7%      0.20%     -0.05%      2.23%       -0.25%        0.14%    -11.69%      9.37%
 14 days      506       56.9%      0.45%      0.16%      3.05%       -0.10%        0.43%    -10.29%     12.31%
 30 days      506       64.4%      1.50%      0.81%      4.65%        0.40%        1.22%    -14.51%     13.12%
 90 days      506       74.1%      4.28%      3.53%      8.27%        2.81%        4.25%    -31.79%     21.86%
180 days      504       76.8%      6.91%      6.14%     11.42%        5.14%        7.14%    -43.55%     32.60%
365 days      490       78.2%     15.67%     13.35%     19.10%       11.65%       15.05%    -52.48%     49.32%


========================================================================================================================

Chart 10: ^STOXX50E (R² = 0.8596, Window = 750 days) | Price: 5.4K | Date: 2025-07-10 | Daily: -0.1% | MTD: +2.5% | QTD: +2.5% | YTD: +10.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: 5.4K (5.0K,-8% - 6.0K,+11%)
   +30d (1m): 5.6K,+2.9% (5.1K,-6% - 6.1K,+13%)
   +60d (2m): 5.7K,+4.6% (5.2K,-5% - 6.2K,+15%)
   +90d (3m): 5.8K,+6.3% (5.3K,-3% - 6.3K,+16%)
   +180d (6m): 6.1K,+11.5% (5.5K,+2% - 6.6K,+22%)
   +365d (1y): 6.7K,+23.0% (6.1K,+12% - 7.3K,+35%)
   +EOY (174d): 6.0K,+11.1% (5.5K,+1% - 6.6K,+22%)
   End-of-year outlook: 📈 Bullish Trend (+11.1%)
   Confidence: 86.0% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 41 periods in chart (90d ROC≈-1%)
   📅 Days until EOY 2025: 174 days | EOY Target: 6.0K (+11.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
STOXX50E - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 2.42%
Rounded target for matching: 2%
Similar historical periods found: 292
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      292       52.1%      0.13%     -0.14%      2.56%       -0.43%        0.16%    -12.59%      8.14%
 14 days      292       46.2%     -0.34%     -0.40%      3.50%       -0.80%        0.00%    -11.03%     10.86%
 30 days      292       47.3%     -0.28%     -0.47%      5.60%       -1.11%        0.18%    -36.85%     13.54%
 90 days      288       58.7%      1.82%      0.90%      8.08%       -0.04%        1.83%    -27.12%     17.47%
180 days      282       53.5%      2.38%      0.22%     13.24%       -1.33%        1.78%    -43.56%     25.71%
365 days      275       60.7%      3.32%      2.84%     17.02%        0.82%        4.86%    -54.66%     42.79%


========================================================================================================================
STOXX50E - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.63%
Rounded target for matching: -1%
Similar historical periods found: 172
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      172       61.0%      0.82%      0.25%      3.18%       -0.22%        0.73%    -14.80%      8.14%
 14 days      172       56.4%      0.80%      0.33%      4.82%       -0.40%        1.05%    -29.27%      9.05%
 30 days      172       57.6%      0.76%      0.65%      5.88%       -0.23%        1.54%    -22.99%     14.08%
 90 days      171       62.6%      4.57%      2.65%     10.35%        1.09%        4.21%    -23.63%     22.93%
180 days      166       58.4%      5.43%      2.99%     14.27%        0.80%        5.17%    -29.01%     31.08%
365 days      153       69.9%      8.83%      4.24%     22.28%        0.68%        7.80%    -58.60%     46.76%


========================================================================================================================

Chart 11: IMOEX.ME (R² = 0.8511, Window = 504 days) | Price: 2.2K | Date: 2025-07-10 | Daily: -30.9% | MTD: +0.0% | QTD: +0.0% | YTD: +0.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 2.2K (3.1K,+41% - 4.1K,+86%)
   +30d (1m): 3.7K,+67.5% (3.2K,+46% - 4.3K,+92%)
   +60d (2m): 3.9K,+73.4% (3.4K,+51% - 4.4K,+99%)
   +90d (3m): 4.0K,+79.5% (3.5K,+56% - 4.6K,+106%)
   +180d (6m): 4.4K,+99.1% (3.9K,+73% - 5.1K,+129%)
   +365d (1y): 5.5K,+146.3% (4.8K,+114% - 6.3K,+183%)
   +EOY (174d): 4.4K,+97.7% (3.8K,+72% - 5.0K,+127%)
   End-of-year outlook: 📈 Bullish Trend (+97.7%)
   Confidence: 85.1% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 174 days | EOY Target: 4.4K (+97.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 12: ^BVSP (R² = 0.8446, Window = 126 days) | Price: 136.5K | Date: 2025-07-10 | Daily: -0.7% | MTD: -1.7% | QTD: -1.7% | YTD: +13.5%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 126 days):
   Current: 136.5K (136.0K,-0% - 146.6K,+7%)
   +30d (1m): 146.4K,+7.2% (140.9K,+3% - 152.1K,+11%)
   +60d (2m): 151.8K,+11.2% (146.0K,+7% - 157.8K,+16%)
   +90d (3m): 157.4K,+15.3% (151.2K,+11% - 163.8K,+20%)
   +180d (6m): 175.4K,+28.5% (167.9K,+23% - 183.2K,+34%)
   +365d (1y): 219.2K,+60.5% (207.7K,+52% - 231.3K,+69%)
   +EOY (174d): 174.1K,+27.5% (166.8K,+22% - 181.8K,+33%)
   End-of-year outlook: 📈 Bullish Trend (+27.5%)
   Confidence: 84.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈9%)
   📅 Days until EOY 2025: 174 days | EOY Target: 174.1K (+27.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BVSP - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -0.01%
Rounded target for matching: 0%
Similar historical periods found: 271
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      271       54.2%      0.53%      0.48%      4.19%       -0.02%        0.98%    -14.78%     14.96%
 14 days      271       51.7%      0.25%      0.61%      6.29%       -0.14%        1.37%    -27.85%     16.95%
 30 days      271       62.7%      3.07%      2.27%      9.23%        1.16%        3.37%    -39.34%     23.50%
 90 days      270       58.9%      3.84%      4.58%     15.64%        2.70%        6.45%    -54.44%     53.97%
180 days      265       61.5%      4.28%      8.28%     25.53%        5.20%       11.37%    -50.38%     87.16%
365 days      244       66.0%     10.42%     18.37%     36.00%       13.83%       22.91%    -34.81%    179.67%


========================================================================================================================
BVSP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.44%
Rounded target for matching: 9%
Similar historical periods found: 165
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      165       56.4%      0.44%      0.71%      3.70%        0.14%        1.28%    -16.34%      9.54%
 14 days      165       55.2%      0.85%      1.50%      6.09%        0.57%        2.44%    -24.45%     14.28%
 30 days      165       57.6%      1.54%      1.75%     10.19%        0.18%        3.31%    -41.64%     33.40%
 90 days      164       53.7%      3.61%      3.92%     16.07%        1.45%        6.40%    -40.49%     51.78%
180 days      161       62.7%      4.54%     10.20%     27.19%        5.97%       14.43%    -37.14%     92.19%
365 days      153       65.4%     10.08%     20.51%     40.41%       14.06%       26.97%    -38.94%    178.82%


========================================================================================================================

Chart 13: ^HSI (R² = 0.8444, Window = 378 days) | Price: 24.0K | Date: 2025-07-10 | Daily: +0.6% | MTD: -1.1% | QTD: -1.1% | YTD: +20.5%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: 24.0K (21.6K,-10% - 26.7K,+11%)
   +30d (1m): 24.8K,+3.4% (22.3K,-7% - 27.6K,+15%)
   +60d (2m): 25.7K,+7.0% (23.1K,-4% - 28.6K,+19%)
   +90d (3m): 26.6K,+10.7% (23.9K,-0% - 29.6K,+23%)
   +180d (6m): 29.5K,+22.7% (26.5K,+10% - 32.8K,+37%)
   +365d (1y): 36.4K,+51.5% (32.7K,+36% - 40.6K,+69%)
   +EOY (174d): 29.3K,+21.8% (26.3K,+9% - 32.6K,+36%)
   End-of-year outlook: 📈 Bullish Trend (+21.8%)
   Confidence: 84.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈1%)
   📅 Days until EOY 2025: 174 days | EOY Target: 29.3K (+21.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HSI - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 2.03%
Rounded target for matching: 2%
Similar historical periods found: 404
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      404       55.4%      0.34%      0.53%      3.51%        0.19%        0.88%    -11.62%     10.27%
 14 days      404       60.1%      0.91%      1.08%      4.89%        0.60%        1.56%    -13.54%     15.77%
 30 days      404       61.9%      1.71%      1.87%      7.75%        1.11%        2.63%    -24.61%     26.62%
 90 days      404       66.8%      5.63%      5.42%     13.63%        4.08%        6.75%    -27.48%     67.93%
180 days      402       63.4%      7.02%      6.13%     17.66%        4.40%        7.87%    -37.92%     62.35%
365 days      398       62.8%      8.42%     12.64%     28.80%        9.80%       15.48%    -47.65%    102.67%


========================================================================================================================
HSI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.01%
Rounded target for matching: 1%
Similar historical periods found: 248
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      248       56.9%      0.44%      0.32%      3.52%       -0.12%        0.76%    -12.61%     14.60%
 14 days      248       55.6%      0.76%      0.60%      5.19%       -0.05%        1.25%    -17.49%     17.97%
 30 days      248       62.1%      2.06%      1.06%      8.82%       -0.04%        2.16%    -28.52%     38.32%
 90 days      247       61.1%      2.16%      3.42%     13.91%        1.67%        5.16%    -39.67%     48.13%
180 days      245       62.4%      4.08%      6.24%     20.92%        3.61%        8.88%    -49.47%     56.83%
365 days      242       62.0%      5.32%     12.72%     29.12%        9.03%       16.41%    -37.62%     94.71%


========================================================================================================================

Chart 14: ^FTSE (R² = 0.8271, Window = 504 days) | Price: 9.0K | Date: 2025-07-10 | Daily: +1.2% | MTD: +2.5% | QTD: +2.5% | YTD: +9.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 9.0K (8.4K,-6% - 9.2K,+3%)
   +30d (1m): 8.9K,-0.9% (8.5K,-5% - 9.3K,+4%)
   +60d (2m): 9.0K,+0.1% (8.6K,-4% - 9.4K,+5%)
   +90d (3m): 9.1K,+1.2% (8.7K,-3% - 9.5K,+6%)
   +180d (6m): 9.4K,+4.3% (8.9K,-0% - 9.8K,+9%)
   +365d (1y): 10.0K,+11.2% (9.5K,+6% - 10.5K,+16%)
   +EOY (174d): 9.3K,+4.1% (8.9K,-1% - 9.8K,+9%)
   End-of-year outlook: ➡️ Sideways Trend (+4.1%)
   Confidence: 82.7% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 28 periods in chart (90d ROC≈2%)
   📅 Days until EOY 2025: 174 days | EOY Target: 9.3K (+4.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTSE - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 4.31%
Rounded target for matching: 4%
Similar historical periods found: 809
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      809       56.1%      0.26%      0.14%      2.24%       -0.02%        0.29%    -23.87%      8.33%
 14 days      809       53.8%      0.29%      0.10%      3.00%       -0.11%        0.31%    -28.92%     10.58%
 30 days      809       58.5%      0.73%      0.29%      4.57%       -0.02%        0.61%    -32.10%     12.54%
 90 days      806       62.2%      2.09%      1.93%      7.61%        1.41%        2.46%    -30.11%     27.65%
180 days      804       76.4%      5.48%      5.04%     10.73%        4.29%        5.78%    -31.79%     44.31%
365 days      782       72.3%     11.15%     10.16%     16.87%        8.98%       11.34%    -45.13%     61.49%


========================================================================================================================
FTSE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.88%
Rounded target for matching: 2%
Similar historical periods found: 590
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      590       54.2%      0.15%     -0.07%      2.66%       -0.29%        0.14%    -26.84%      8.05%
 14 days      590       54.6%      0.39%      0.16%      3.55%       -0.13%        0.45%    -30.14%     11.48%
 30 days      590       56.3%      0.60%      0.43%      4.78%        0.05%        0.82%    -28.25%     16.74%
 90 days      587       65.6%      2.59%      2.16%      7.76%        1.53%        2.79%    -34.41%     25.03%
180 days      580       75.2%      5.69%      5.50%     11.67%        4.55%        6.45%    -36.05%     46.92%
365 days      571       73.0%      9.53%      8.79%     16.30%        7.45%       10.13%    -41.39%     54.66%


========================================================================================================================

Chart 15: ^AEX (R² = 0.8211, Window = 750 days) | Price: 927.32 | Date: 2025-07-10 | Daily: +0.9% | MTD: +1.4% | QTD: +1.4% | YTD: +5.5%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: 927.32 (877.68,-5% - 1.1K,+13%)
   +30d (1m): 973.26,+5.0% (889.62,-4% - 1.1K,+15%)
   +60d (2m): 986.53,+6.4% (901.73,-3% - 1.1K,+16%)
   +90d (3m): 999.99,+7.8% (914.00,-1% - 1.1K,+18%)
   +180d (6m): 1.0K,+12.3% (951.80,+3% - 1.1K,+23%)
   +365d (1y): 1.1K,+22.1% (1.0K,+12% - 1.2K,+34%)
   +EOY (174d): 1.0K,+12.0% (949.23,+2% - 1.1K,+23%)
   End-of-year outlook: 📈 Bullish Trend (+12.0%)
   Confidence: 82.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 43 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 174 days | EOY Target: 1.0K (+12.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AEX - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -0.02%
Rounded target for matching: 0%
Similar historical periods found: 494
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      494       58.5%      0.44%      0.25%      2.77%        0.00%        0.49%    -16.15%      9.62%
 14 days      494       59.7%      0.77%      0.57%      3.74%        0.24%        0.90%    -19.28%     14.12%
 30 days      494       62.8%      1.29%      0.93%      5.64%        0.43%        1.43%    -35.24%     19.25%
 90 days      489       70.1%      4.12%      3.19%      9.83%        2.32%        4.06%    -37.75%     31.52%
180 days      484       70.7%      8.42%      6.80%     15.16%        5.44%        8.15%    -43.74%     49.03%
365 days      467       76.4%     14.65%     12.54%     21.46%       10.59%       14.49%    -58.93%     83.65%


========================================================================================================================
AEX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.33%
Rounded target for matching: 0%
Similar historical periods found: 297
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      297       61.6%      0.70%      0.53%      2.86%        0.20%        0.86%    -12.94%      7.44%
 14 days      297       62.0%      0.95%      0.72%      4.18%        0.25%        1.20%    -18.86%     11.34%
 30 days      297       60.6%      1.49%      0.77%      6.08%        0.07%        1.46%    -19.24%     15.37%
 90 days      296       69.9%      3.56%      3.13%     10.93%        1.88%        4.38%    -40.34%     28.57%
180 days      291       74.2%      8.91%      6.90%     16.01%        5.05%        8.75%    -48.35%     50.73%
365 days      279       74.2%     14.21%     12.10%     26.93%        8.93%       15.28%    -62.44%     84.62%


========================================================================================================================

======================================================================================================================================================
🟢 TOP 1 INDICES INSTRUMENTS - UNDERVALUED OPPORTUNITIES
======================================================================================================================================================
Rank Symbol       Under%  R²       Growth%  Price          Upside%  Win  Daily%  MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    IMOEX.ME        38.2 0.8511       33.6 2.2K               61.8 504    -30.9    +0.0    +0.0    +0.0

📊 DISPLAYING 1 UNDERVALUED INDICES OPPORTUNITY CHARTS:
------------------------------------------------------------------------------------------------------------------------

Chart 1: IMOEX.ME (Undervalued by 38.2%, Window = 504 days) | Price: 2.2K | Date: 2025-07-10 | Daily: -30.9% | MTD: +0.0% | QTD: +0.0% | YTD: +0.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 2.2K (3.1K,+41% - 4.1K,+86%)
   +30d (1m): 3.7K,+67.5% (3.2K,+46% - 4.3K,+92%)
   +60d (2m): 3.9K,+73.4% (3.4K,+51% - 4.4K,+99%)
   +90d (3m): 4.0K,+79.5% (3.5K,+56% - 4.6K,+106%)
   +180d (6m): 4.4K,+99.1% (3.9K,+73% - 5.1K,+129%)
   +365d (1y): 5.5K,+146.3% (4.8K,+114% - 6.3K,+183%)
   +EOY (174d): 4.4K,+97.7% (3.8K,+72% - 5.0K,+127%)
   End-of-year outlook: 📈 Bullish Trend (+97.7%)
   Confidence: 85.1% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 174 days | EOY Target: 4.4K (+97.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

INDICES STATISTICS:
------------------------------------------------------------
Total indices instruments analyzed: 22
Average R-squared: 0.7999
Best R-squared: 0.944000
Average annual growth: 18.4%

Valuation breakdown:
  🟡 FAIR_VALUE: 16 (72.7%) - Hold/Monitor
  🟢 UNDERVALUED: 1 (4.5%) - Buy Opportunities

Optimal window distribution:
  126 days (~6m): 2 instruments (9.1%)
  378 days (~18m): 2 instruments (9.1%)
  504 days (~24m): 3 instruments (13.6%)
  750 days (~35m): 14 instruments (63.6%)
  1008 days (~48m): 1 instruments (4.5%)

📊 INDICES TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 1
  🔴 High-quality overvalued warnings: 0
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued indicess with strong trends

======================================================================================================================================================
🔥 TOP 15 STOCK INSTRUMENTS - BEST TREND ANALYSIS
======================================================================================================================================================
Rank Symbol       R²       Win  Growth%  Price          Val        Dev%   Daily%  WTD%    BTD%    MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    NFLX         0.9716   750      74.6 $1.3K          🟡FAIR         6.2    -2.9    -3.4    -6.0    -6.5    -6.5   +39.7
2    T            0.9704   504      53.7 $27.66         🟡FAIR        -3.8    -1.6    -2.7    -1.6    -4.6    -4.6   +24.0
3    BRK-B        0.9629   750      24.5 $476.12        🟡FAIR        -9.5    -0.6    -1.7    -2.0    -2.0    -2.0    +4.4
4    AVGO         0.9621   750      85.6 $274.99        🟡FAIR         4.4    -1.0    -0.1    +0.1    +0.2    +0.2   +17.1
5    GE           0.9607   750      82.7 $250.20        🟡FAIR        -5.4    -0.1    +1.1    -2.2    -2.0    -2.0   +49.5
6    JPM          0.9598   750      39.9 $287.46        🟡FAIR         4.3    +1.5    -2.6    -0.5    -0.7    -0.7   +21.3
7    BK           0.9591   504      56.0 $93.05         🟡FAIR        -2.8    -0.0    +0.4    +1.5    +2.5    +2.5   +21.9
8    PM           0.9528   378      72.5 $179.57        🟡FAIR         0.9    +0.9    +0.1    -0.8    -1.7    -1.7   +50.4
9    PGR          0.9477   1008     36.2 $250.41        🟢UNDER      -10.5    -0.0    -3.2    -5.0    -6.1    -6.1    +6.2
10   PWR          0.9464   1008     39.3 $382.12        🟡FAIR         8.6    +0.0    -1.0    +1.9    +2.0    +2.0   +20.0
11   PLTR         0.9373   378     360.8 $142.20        🟡FAIR        -1.3    -0.6    +5.8    +3.2    +5.1    +5.1   +86.6
12   FICO         0.9358   750      76.4 $1.6K          🟢UNDER      -36.3    +0.0   -14.6   -12.7   -11.9   -11.9   -20.6
13   MA           0.9354   750      22.9 $564.40        🟡FAIR        -2.2    -0.1    -1.1    +2.2    +0.9    +0.9    +7.0
14   AXON         0.9331   504     111.8 $805.86        🟡FAIR         5.6    +0.0    +1.2    -1.6    -2.4    -2.4   +33.4
15   IBM          0.9324   504      47.5 $287.70        🟡FAIR         4.1    -0.8    -1.6    -1.1    -2.3    -2.3   +31.4

📊 DISPLAYING 15 STOCK TREND LEADER CHARTS (Window > 10 days):
------------------------------------------------------------------------------------------------------------------------

Chart 1: NFLX (R² = 0.9716, Window = 750 days) | Price: $1.3K | Date: 2025-07-10 | Daily: -2.9% | MTD: -6.5% | QTD: -6.5% | YTD: +39.7%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $1.3K ($1.0K,-20% - $1.4K,+11%)
   +30d (1m): $1.3K,+0.6% ($1.1K,-14% - $1.5K,+18%)
   +60d (2m): $1.3K,+7.5% ($1.1K,-9% - $1.6K,+26%)
   +90d (3m): $1.4K,+14.9% ($1.2K,-2% - $1.7K,+35%)
   +180d (6m): $1.8K,+40.2% ($1.5K,+19% - $2.1K,+65%)
   +365d (1y): $2.6K,+111.1% ($2.2K,+80% - $3.1K,+148%)
   +EOY (174d): $1.7K,+38.3% ($1.5K,+18% - $2.0K,+63%)
   End-of-year outlook: 📈 Bullish Trend (+38.3%)
   Confidence: 97.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈28%)
   📅 Days until EOY 2025: 174 days | EOY Target: $1.7K (+38.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NFLX - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 9.30%
Rounded target for matching: 9%
Similar historical periods found: 108
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      108       53.7%      0.57%      0.67%      7.52%       -0.76%        2.11%    -36.77%     19.84%
 14 days      108       59.3%      2.15%      2.68%     10.31%        0.72%        4.65%    -39.96%     34.75%
 30 days      108       72.2%      4.94%      6.89%     13.92%        4.24%        9.55%    -51.12%     48.61%
 90 days      107       70.1%     15.22%     20.15%     40.76%       12.34%       27.96%    -62.82%    174.60%
180 days      104       70.2%     24.68%     32.71%     66.16%       19.85%       45.58%    -70.43%    257.86%
365 days       97       66.0%     37.92%     61.95%    124.81%       36.79%       87.10%    -76.50%    491.59%


========================================================================================================================
NFLX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 27.57%
Rounded target for matching: 28%
Similar historical periods found: 49
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       49       44.9%     -0.87%     -0.25%      6.36%       -2.08%        1.58%    -12.68%     17.05%
 14 days       49       57.1%      2.56%      2.16%      9.19%       -0.48%        4.80%    -15.33%     23.35%
 30 days       49       57.1%      3.32%      4.47%     12.66%        0.83%        8.10%    -13.85%     44.40%
 90 days       47       76.6%     18.92%     18.89%     33.45%        9.07%       28.71%    -47.94%     94.43%
180 days       46       69.6%     28.28%     31.75%     62.90%       13.07%       50.43%    -71.56%    150.70%
365 days       46       76.1%     75.38%     83.60%    113.54%       49.88%      117.31%    -71.88%    389.48%


========================================================================================================================

Chart 2: T (R² = 0.9704, Window = 504 days) | Price: $27.66 | Date: 2025-07-10 | Daily: -1.6% | MTD: -4.6% | QTD: -4.6% | YTD: +24.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $27.66 ($26.40,-5% - $31.32,+13%)
   +30d (1m): $30.27,+9.4% ($27.79,+0% - $32.97,+19%)
   +60d (2m): $31.86,+15.2% ($29.24,+6% - $34.70,+25%)
   +90d (3m): $33.53,+21.2% ($30.78,+11% - $36.53,+32%)
   +180d (6m): $39.09,+41.3% ($35.87,+30% - $42.60,+54%)
   +365d (1y): $53.60,+93.8% ($49.15,+78% - $58.45,+111%)
   +EOY (174d): $38.70,+39.9% ($35.51,+28% - $42.17,+52%)
   End-of-year outlook: 📈 Bullish Trend (+39.9%)
   Confidence: 97.0% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈2%)
   📅 Days until EOY 2025: 174 days | EOY Target: $38.70 (+39.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
T - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 0.69%
Rounded target for matching: 1%
Similar historical periods found: 499
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      499       57.1%      0.58%      0.38%      3.45%        0.08%        0.69%    -13.02%     14.88%
 14 days      499       58.9%      1.00%      0.74%      4.75%        0.32%        1.16%    -18.73%     18.97%
 30 days      499       60.3%      1.62%      1.25%      6.93%        0.64%        1.86%    -28.77%     22.84%
 90 days      495       66.1%      4.92%      4.42%     11.90%        3.37%        5.47%    -39.56%     44.75%
180 days      490       70.4%      7.13%      8.51%     18.29%        6.88%       10.13%    -44.06%     48.47%
365 days      478       75.5%     16.12%     18.63%     27.95%       16.12%       21.14%    -48.57%    110.91%


========================================================================================================================
T - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.98%
Rounded target for matching: 2%
Similar historical periods found: 371
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      371       60.4%      0.80%      0.88%      3.44%        0.53%        1.23%    -10.58%     10.57%
 14 days      371       62.5%      1.10%      1.42%      4.92%        0.92%        1.92%    -17.36%     23.13%
 30 days      371       63.3%      1.56%      1.71%      6.27%        1.07%        2.35%    -21.95%     20.73%
 90 days      371       71.2%      5.12%      5.05%     11.05%        3.92%        6.17%    -35.27%     39.19%
180 days      371       76.0%      9.29%     11.02%     17.29%        9.26%       12.79%    -35.62%     57.76%
365 days      368       79.6%     21.58%     26.05%     30.18%       22.95%       29.14%    -47.53%     95.86%


========================================================================================================================

Chart 3: BRK-B (R² = 0.9629, Window = 750 days) | Price: $476.12 | Date: 2025-07-10 | Daily: -0.6% | MTD: -2.0% | QTD: -2.0% | YTD: +4.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $476.12 ($489.24,+3% - $565.96,+19%)
   +30d (1m): $540.13,+13.4% ($502.17,+5% - $580.95,+22%)
   +60d (2m): $554.43,+16.4% ($515.45,+8% - $596.35,+25%)
   +90d (3m): $569.10,+19.5% ($529.08,+11% - $612.15,+29%)
   +180d (6m): $615.50,+29.3% ($572.17,+20% - $662.12,+39%)
   +365d (1y): $723.11,+51.9% ($672.03,+41% - $778.06,+63%)
   +EOY (174d): $612.30,+28.6% ($569.19,+20% - $658.67,+38%)
   End-of-year outlook: 📈 Bullish Trend (+28.6%)
   Confidence: 96.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈-7%)
   📅 Days until EOY 2025: 174 days | EOY Target: $612.30 (+28.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BRK-B - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -7.23%
Rounded target for matching: -7%
Similar historical periods found: 124
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      124       55.6%      0.64%      0.89%      4.06%        0.17%        1.61%     -7.22%     18.94%
 14 days      124       60.5%      1.16%      1.22%      5.98%        0.15%        2.28%    -25.39%     16.39%
 30 days      124       62.9%      1.87%      2.64%      8.06%        1.21%        4.08%    -13.98%     23.23%
 90 days      124       58.1%      4.58%      1.63%     12.65%       -0.62%        3.88%    -30.87%     25.01%
180 days      124       67.7%      5.50%      5.96%     21.36%        2.16%        9.75%    -36.68%     73.45%
365 days      124       71.8%     17.39%     15.48%     23.68%       11.27%       19.69%    -34.64%     64.37%


========================================================================================================================
BRK-B - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -7.34%
Rounded target for matching: -7%
Similar historical periods found: 136
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      136       50.7%      0.08%      0.06%      3.84%       -0.59%        0.71%    -15.22%     14.08%
 14 days      136       58.1%      0.66%      0.81%      4.52%        0.04%        1.57%    -11.12%     15.40%
 30 days      136       59.6%      1.01%      0.73%      5.90%       -0.27%        1.73%    -17.34%     14.94%
 90 days      136       64.7%      3.16%      4.87%     13.39%        2.60%        7.14%    -34.36%     55.69%
180 days      134       71.6%      4.94%      5.68%     20.28%        2.21%        9.14%    -45.33%     74.21%
365 days      134       77.6%     16.06%     16.35%     22.13%       12.57%       20.13%    -23.20%     79.37%


========================================================================================================================

Chart 4: AVGO (R² = 0.9621, Window = 750 days) | Price: $274.99 | Date: 2025-07-10 | Daily: -1.0% | MTD: +0.2% | QTD: +0.2% | YTD: +17.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $274.99 ($214.09,-22% - $324.24,+18%)
   +30d (1m): $283.61,+3.1% ($230.44,-16% - $349.05,+27%)
   +60d (2m): $305.28,+11.0% ($248.03,-10% - $375.75,+37%)
   +90d (3m): $328.61,+19.5% ($266.96,-3% - $404.50,+47%)
   +180d (6m): $409.86,+49.0% ($332.88,+21% - $504.64,+84%)
   +365d (1y): $645.45,+134.7% ($523.85,+91% - $795.28,+189%)
   +EOY (174d): $403.87,+46.9% ($328.02,+19% - $497.26,+81%)
   End-of-year outlook: 📈 Bullish Trend (+46.9%)
   Confidence: 96.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈39%)
   📅 Days until EOY 2025: 174 days | EOY Target: $403.87 (+46.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AVGO - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 32.66%
Rounded target for matching: 33%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       37.5%     -2.32%     -1.46%      5.96%       -6.45%        3.52%     -9.61%     10.44%
 14 days        8       75.0%      5.72%      5.08%      9.46%       -2.83%       12.99%    -13.33%     21.76%
 30 days        8       75.0%      6.92%      4.84%     11.21%       -4.54%       14.21%    -18.33%     20.18%
 90 days        8       87.5%     11.08%     14.25%     14.01%        2.54%       25.96%     -3.81%     37.65%
180 days        7       85.7%     45.91%     41.06%     32.21%       11.27%       70.85%     -8.85%     88.29%
365 days        6      100.0%    102.76%     81.71%     46.05%       33.39%      130.04%      3.17%    129.58%


========================================================================================================================
AVGO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 38.63%
Rounded target for matching: 39%
Similar historical periods found: 28
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       28       53.6%      0.19%      0.55%      4.94%       -1.37%        2.46%    -12.02%     14.14%
 14 days       28       42.9%     -0.58%     -0.98%      7.46%       -3.88%        1.91%    -18.94%     17.90%
 30 days       28       60.7%      0.98%      0.85%      9.67%       -2.90%        4.60%    -27.01%     16.21%
 90 days       28       82.1%     15.02%     12.37%     13.66%        7.08%       17.67%    -15.72%     45.30%
180 days       26       88.5%     36.70%     36.35%     28.05%       25.02%       47.68%    -25.60%     86.35%
365 days       23       95.7%     48.73%     58.97%     40.72%       41.37%       76.58%     -2.90%    134.22%


========================================================================================================================

Chart 5: GE (R² = 0.9607, Window = 750 days) | Price: $250.20 | Date: 2025-07-10 | Daily: -0.1% | MTD: -2.0% | QTD: -2.0% | YTD: +49.5%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $250.20 ($215.27,-14% - $325.20,+30%)
   +30d (1m): $284.27,+13.6% ($231.26,-8% - $349.42,+40%)
   +60d (2m): $305.42,+22.1% ($248.45,-1% - $375.44,+50%)
   +90d (3m): $328.14,+31.2% ($266.91,+7% - $403.41,+61%)
   +180d (6m): $406.96,+62.7% ($330.94,+32% - $500.44,+100%)
   +365d (1y): $633.48,+153.2% ($514.79,+106% - $779.54,+212%)
   +EOY (174d): $401.16,+60.3% ($326.23,+30% - $493.30,+97%)
   End-of-year outlook: 📈 Bullish Trend (+60.3%)
   Confidence: 96.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 12 periods in chart (90d ROC≈21%)
   📅 Days until EOY 2025: 174 days | EOY Target: $401.16 (+60.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GE - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 16.82%
Rounded target for matching: 17%
Similar historical periods found: 185
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      185       54.6%      0.49%      0.43%      4.60%       -0.23%        1.10%    -13.43%     18.22%
 14 days      185       62.7%      1.46%      1.11%      6.42%        0.18%        2.04%    -15.33%     29.79%
 30 days      185       60.0%      2.70%      2.09%     10.27%        0.60%        3.57%    -41.11%     47.74%
 90 days      184       68.5%      6.03%      6.81%     15.79%        4.51%        9.11%    -44.30%     77.82%
180 days      183       72.1%     11.06%     12.99%     22.77%        9.66%       16.31%    -44.52%     79.73%
365 days      180       75.0%     15.68%     24.08%     43.14%       17.74%       30.42%    -49.82%    191.40%


========================================================================================================================
GE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 21.28%
Rounded target for matching: 21%
Similar historical periods found: 177
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      177       53.1%      0.32%      0.91%      4.42%        0.26%        1.57%    -17.31%     14.88%
 14 days      177       58.8%      0.95%      1.94%      6.81%        0.93%        2.96%    -28.72%     28.28%
 30 days      177       59.3%      2.03%      2.91%      9.08%        1.56%        4.26%    -25.87%     39.24%
 90 days      174       69.5%      5.80%      5.80%     14.51%        3.63%        7.97%    -39.85%     67.79%
180 days      173       81.5%     17.52%     17.18%     21.36%       13.97%       20.38%    -42.87%     81.63%
365 days      171       85.4%     29.88%     33.40%     35.02%       28.11%       38.68%    -38.67%    187.44%


========================================================================================================================

Chart 6: JPM (R² = 0.9598, Window = 750 days) | Price: $287.46 | Date: 2025-07-10 | Daily: +1.5% | MTD: -0.7% | QTD: -0.7% | YTD: +21.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $287.46 ($245.27,-15% - $309.49,+8%)
   +30d (1m): $286.76,-0.2% ($255.26,-11% - $322.13,+12%)
   +60d (2m): $298.45,+3.8% ($265.67,-8% - $335.29,+17%)
   +90d (3m): $310.63,+8.1% ($276.49,-4% - $348.98,+21%)
   +180d (6m): $350.22,+21.8% ($311.69,+8% - $393.52,+37%)
   +365d (1y): $448.16,+55.9% ($398.70,+39% - $503.77,+75%)
   +EOY (174d): $347.43,+20.9% ($309.21,+8% - $390.38,+36%)
   End-of-year outlook: 📈 Bullish Trend (+20.9%)
   Confidence: 96.0% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 19 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 174 days | EOY Target: $347.43 (+20.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
JPM - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 13.96%
Rounded target for matching: 14%
Similar historical periods found: 180
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      180       64.4%      0.93%      0.82%      4.87%        0.10%        1.54%    -19.13%     14.81%
 14 days      180       60.6%      1.25%      0.97%      6.04%        0.08%        1.85%    -19.67%     18.60%
 30 days      180       66.1%      3.52%      3.26%      9.61%        1.84%        4.67%    -33.16%     41.24%
 90 days      180       64.4%      5.84%      4.82%     15.49%        2.54%        7.09%    -41.03%     46.88%
180 days      175       74.3%     17.00%     14.13%     21.48%       10.92%       17.33%    -42.50%     63.42%
365 days      169       72.8%     26.30%     27.45%     37.74%       21.72%       33.18%    -65.41%    112.78%


========================================================================================================================
JPM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.81%
Rounded target for matching: 10%
Similar historical periods found: 265
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      265       47.5%      0.00%     -0.07%      4.17%       -0.57%        0.44%    -20.85%     13.80%
 14 days      265       50.9%      0.20%      0.17%      6.06%       -0.56%        0.90%    -18.59%     23.01%
 30 days      265       51.7%      0.36%      0.32%      9.01%       -0.77%        1.41%    -39.18%     31.41%
 90 days      261       62.8%      4.85%      4.84%     16.25%        2.86%        6.82%    -40.42%     55.82%
180 days      261       62.5%      8.34%      9.00%     24.01%        6.07%       11.92%    -47.31%     71.15%
365 days      257       61.5%     11.21%     16.55%     39.32%       11.72%       21.38%    -61.75%    110.46%


========================================================================================================================

Chart 7: BK (R² = 0.9591, Window = 504 days) | Price: $93.05 | Date: 2025-07-10 | Daily: -0.0% | MTD: +2.5% | QTD: +2.5% | YTD: +21.9%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $93.05 ($86.26,-7% - $106.34,+14%)
   +30d (1m): $100.98,+8.5% ($90.95,-2% - $112.13,+21%)
   +60d (2m): $106.48,+14.4% ($95.88,+3% - $118.24,+27%)
   +90d (3m): $112.27,+20.7% ($101.09,+9% - $124.68,+34%)
   +180d (6m): $131.60,+41.4% ($118.46,+27% - $146.20,+57%)
   +365d (1y): $182.43,+96.1% ($164.05,+76% - $202.86,+118%)
   +EOY (174d): $130.21,+39.9% ($117.21,+26% - $144.66,+55%)
   End-of-year outlook: 📈 Bullish Trend (+39.9%)
   Confidence: 95.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈5%)
   📅 Days until EOY 2025: 174 days | EOY Target: $130.21 (+39.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BK - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 8.83%
Rounded target for matching: 9%
Similar historical periods found: 404
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      404       47.8%      0.00%     -0.03%      4.10%       -0.43%        0.37%    -14.59%     17.76%
 14 days      404       50.5%      0.11%      0.11%      6.03%       -0.48%        0.70%    -18.64%     41.45%
 30 days      404       55.0%      0.72%      0.97%      9.11%        0.08%        1.86%    -35.63%     55.26%
 90 days      400       62.0%      3.94%      4.25%     15.42%        2.74%        5.77%    -50.27%     66.18%
180 days      395       62.8%      9.03%      9.59%     22.60%        7.35%       11.82%    -45.80%     71.77%
365 days      386       66.3%     12.59%     19.18%     38.14%       15.37%       23.00%    -63.76%    145.38%


========================================================================================================================
BK - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.26%
Rounded target for matching: 5%
Similar historical periods found: 367
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      367       56.9%      0.84%      0.54%      4.26%        0.10%        0.98%    -27.62%     16.41%
 14 days      367       56.7%      0.81%      0.97%      6.10%        0.35%        1.60%    -35.43%     20.00%
 30 days      367       59.4%      2.14%      1.52%      8.31%        0.67%        2.38%    -31.83%     26.57%
 90 days      366       60.7%      3.65%      3.30%     14.16%        1.84%        4.75%    -54.90%     36.86%
180 days      366       62.0%      6.29%      8.05%     21.12%        5.88%       10.22%    -40.17%     66.10%
365 days      366       68.9%     12.53%     17.47%     33.70%       14.00%       20.93%    -46.85%    113.27%


========================================================================================================================

Chart 8: PM (R² = 0.9528, Window = 378 days) | Price: $179.57 | Date: 2025-07-10 | Daily: +0.9% | MTD: -1.7% | QTD: -1.7% | YTD: +50.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: $179.57 ($160.37,-11% - $197.39,+10%)
   +30d (1m): $189.85,+5.7% ($171.10,-5% - $210.65,+17%)
   +60d (2m): $202.57,+12.8% ($182.54,+2% - $224.81,+25%)
   +90d (3m): $216.16,+20.4% ($194.74,+8% - $239.92,+34%)
   +180d (6m): $262.61,+46.2% ($236.44,+32% - $291.67,+62%)
   +365d (1y): $391.83,+118.2% ($352.11,+96% - $436.03,+143%)
   +EOY (174d): $259.22,+44.4% ($233.40,+30% - $287.90,+60%)
   End-of-year outlook: 📈 Bullish Trend (+44.4%)
   Confidence: 95.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈18%)
   📅 Days until EOY 2025: 174 days | EOY Target: $259.22 (+44.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PM - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 5.19%
Rounded target for matching: 5%
Similar historical periods found: 144
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      144       54.2%      0.24%      0.08%      3.32%       -0.46%        0.63%    -13.20%      9.24%
 14 days      144       48.6%     -0.11%     -0.09%      4.89%       -0.89%        0.72%    -23.08%     11.50%
 30 days      144       45.8%     -0.81%     -0.54%      7.21%       -1.73%        0.64%    -23.75%     16.47%
 90 days      143       60.1%      2.93%      3.40%     12.53%        1.33%        5.47%    -27.11%     38.68%
180 days      139       62.6%      3.48%      6.91%     15.10%        4.37%        9.44%    -25.55%     54.75%
365 days      135       75.6%     18.52%     19.82%     25.12%       15.54%       24.09%    -39.56%    108.32%


========================================================================================================================
PM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 17.54%
Rounded target for matching: 18%
Similar historical periods found: 84
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       84       61.9%      0.63%      0.89%      3.12%        0.21%        1.57%     -8.13%     10.28%
 14 days       84       53.6%      0.23%      0.27%      4.33%       -0.67%        1.21%    -20.37%     11.03%
 30 days       84       56.0%      0.72%      0.94%      6.85%       -0.55%        2.43%    -24.80%     16.47%
 90 days       79       57.0%      1.55%      4.09%      9.99%        1.86%        6.33%    -16.52%     32.55%
180 days       79       59.5%      4.73%      8.25%     15.46%        4.79%       11.71%    -16.22%     56.15%
365 days       75       85.3%     20.94%     20.56%     20.70%       15.79%       25.32%    -27.02%     61.32%


========================================================================================================================

Chart 9: PGR (R² = 0.9477, Window = 1008 days) | Price: $250.41 | Date: 2025-07-10 | Daily: -0.0% | MTD: -6.1% | QTD: -6.1% | YTD: +6.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: $250.41 ($237.29,-5% - $330.05,+32%)
   +30d (1m): $290.35,+16.0% ($246.19,-2% - $342.44,+37%)
   +60d (2m): $301.24,+20.3% ($255.41,+2% - $355.30,+42%)
   +90d (3m): $312.54,+24.8% ($264.98,+6% - $368.64,+47%)
   +180d (6m): $349.05,+39.4% ($295.90,+18% - $411.74,+64%)
   +365d (1y): $438.03,+74.9% ($371.23,+48% - $516.84,+106%)
   +EOY (174d): $346.49,+38.4% ($293.73,+17% - $408.72,+63%)
   End-of-year outlook: 📈 Bullish Trend (+38.4%)
   Confidence: 94.8% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈-11%)
   📅 Days until EOY 2025: 174 days | EOY Target: $346.49 (+38.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PGR - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -11.77%
Rounded target for matching: -12%
Similar historical periods found: 129
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      129       55.8%      1.08%      0.69%      5.13%       -0.20%        1.59%    -11.95%     13.63%
 14 days      129       57.4%      0.79%      0.39%      7.14%       -0.85%        1.64%    -26.44%     17.61%
 30 days      129       62.8%      2.87%      3.83%     10.84%        1.94%        5.71%    -29.57%     29.06%
 90 days      129       73.6%     20.14%     15.93%     20.09%       12.43%       19.43%    -43.43%     60.07%
180 days      129       79.8%     20.86%     25.24%     29.39%       20.12%       30.36%    -45.95%     82.81%
365 days      129       84.5%     39.77%     51.23%     56.79%       41.33%       61.12%    -48.48%    234.86%


========================================================================================================================
PGR - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -11.14%
Rounded target for matching: -11%
Similar historical periods found: 143
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      143       65.0%      1.24%      1.53%      5.63%        0.60%        2.46%    -18.91%     24.04%
 14 days      143       67.1%      2.51%      3.24%      7.37%        2.02%        4.46%    -21.77%     25.53%
 30 days      143       72.7%      4.26%      5.12%      9.82%        3.50%        6.74%    -30.28%     27.35%
 90 days      143       63.6%      9.01%     11.54%     23.08%        7.72%       15.35%    -39.94%    103.19%
180 days      143       64.3%     11.05%     15.59%     29.23%       10.75%       20.42%    -60.09%    104.25%
365 days      143       72.7%     40.69%     36.94%     43.14%       29.80%       44.07%    -47.63%    147.61%


========================================================================================================================

Chart 10: PWR (R² = 0.9464, Window = 1008 days) | Price: $382.12 | Date: 2025-07-10 | Daily: +0.0% | MTD: +2.0% | QTD: +2.0% | YTD: +20.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: $382.12 ($294.18,-23% - $420.94,+10%)
   +30d (1m): $366.06,-4.2% ($306.01,-20% - $437.90,+15%)
   +60d (2m): $380.80,-0.3% ($318.32,-17% - $455.54,+19%)
   +90d (3m): $396.13,+3.7% ($331.13,-13% - $473.90,+24%)
   +180d (6m): $445.92,+16.7% ($372.70,-2% - $533.53,+40%)
   +365d (1y): $568.81,+48.9% ($475.26,+24% - $680.76,+78%)
   +EOY (174d): $442.42,+15.8% ($369.78,-3% - $529.33,+39%)
   End-of-year outlook: 📈 Bullish Trend (+15.8%)
   Confidence: 94.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈47%)
   📅 Days until EOY 2025: 174 days | EOY Target: $442.42 (+15.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PWR - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 17.16%
Rounded target for matching: 17%
Similar historical periods found: 88
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       88       50.0%     -0.01%      0.66%      6.17%       -0.65%        1.96%    -14.72%     23.87%
 14 days       88       51.1%      0.24%      0.69%      8.89%       -1.19%        2.57%    -20.71%     43.24%
 30 days       88       62.5%      3.78%      4.83%     16.80%        1.27%        8.39%    -30.80%     67.75%
 90 days       88       61.4%      7.45%     12.89%     42.33%        3.92%       21.86%    -86.98%    162.50%
180 days       84       70.2%     21.61%     22.75%     47.52%       12.43%       33.06%    -79.11%    220.72%
365 days       79       72.2%     42.94%     43.10%     60.82%       29.48%       56.72%    -60.95%    219.04%


========================================================================================================================
PWR - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 47.27%
Rounded target for matching: 47%
Similar historical periods found: 30
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       30       56.7%      1.02%      2.29%      9.14%       -1.12%        5.70%     -7.11%     48.07%
 14 days       30       60.0%      1.61%      3.90%     17.03%       -2.46%       10.26%    -11.32%     91.42%
 30 days       30       80.0%      5.27%      9.04%     20.89%        1.24%       16.84%    -19.00%    100.64%
 90 days       30       66.7%      6.67%     18.41%     36.49%        4.79%       32.04%    -31.29%    129.06%
180 days       30       70.0%     30.16%     35.64%     57.19%       14.28%       56.99%    -49.55%    159.82%
365 days       26       65.4%     32.27%     41.27%     79.17%        9.29%       73.24%    -57.91%    290.56%


========================================================================================================================

Chart 11: PLTR (R² = 0.9373, Window = 378 days) | Price: $142.20 | Date: 2025-07-10 | Daily: -0.6% | MTD: +5.1% | QTD: +5.1% | YTD: +86.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: $142.20 ($102.70,-28% - $201.94,+42%)
   +30d (1m): $172.74,+21.5% ($123.13,-13% - $242.34,+70%)
   +60d (2m): $207.20,+45.7% ($147.62,+4% - $290.83,+105%)
   +90d (3m): $248.53,+74.8% ($176.96,+24% - $349.04,+145%)
   +180d (6m): $428.89,+201.6% ($304.73,+114% - $603.64,+325%)
   +365d (1y): $1.3K,+825.9% ($929.65,+554% - $1.9K,+1211%)
   +EOY (174d): $413.57,+190.8% ($293.89,+107% - $581.99,+309%)
   End-of-year outlook: 📈 Bullish Trend (+190.8%)
   Confidence: 93.7% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈67%)
   📅 Days until EOY 2025: 174 days | EOY Target: $413.57 (+190.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PLTR - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 19.35%
Rounded target for matching: 19%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       37.5%     -3.00%      2.43%     17.01%      -11.79%       16.65%    -15.55%     35.59%
 14 days        8       62.5%      4.99%      9.20%     23.55%      -10.49%       28.88%    -22.31%     63.25%
 30 days        8       75.0%     14.19%     15.49%     21.35%       -2.35%       33.34%    -15.05%     60.51%
 90 days        5       80.0%     41.98%     36.83%     36.51%       -8.50%       82.16%     -3.85%     95.68%
180 days        5       80.0%     59.24%     41.66%     45.81%      -15.23%       98.54%    -36.75%     87.15%
365 days        5       80.0%    294.34%    246.01%    166.78%       38.93%      453.10%    -71.05%    386.05%


========================================================================================================================

Chart 12: FICO (R² = 0.9358, Window = 750 days) | Price: $1.6K | Date: 2025-07-10 | Daily: +0.0% | MTD: -11.9% | QTD: -11.9% | YTD: -20.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $1.6K ($1.9K,+22% - $3.2K,+102%)
   +30d (1m): $2.7K,+67.9% ($2.1K,+31% - $3.4K,+116%)
   +60d (2m): $2.9K,+79.7% ($2.2K,+40% - $3.7K,+131%)
   +90d (3m): $3.1K,+92.2% ($2.4K,+49% - $3.9K,+147%)
   +180d (6m): $3.7K,+135.4% ($2.9K,+83% - $4.8K,+203%)
   +365d (1y): $5.7K,+257.2% ($4.4K,+177% - $7.3K,+360%)
   +EOY (174d): $3.7K,+132.3% ($2.9K,+81% - $4.8K,+199%)
   End-of-year outlook: 📈 Bullish Trend (+132.3%)
   Confidence: 93.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈-16%)
   📅 Days until EOY 2025: 174 days | EOY Target: $3.7K (+132.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FICO - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -24.41%
Rounded target for matching: -24%
Similar historical periods found: 44
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       44       50.0%      0.15%      0.78%      7.97%       -1.64%        3.21%    -22.71%     15.04%
 14 days       44       65.9%      7.93%      7.17%     11.82%        3.58%       10.76%    -11.11%     31.82%
 30 days       44       68.2%      9.85%     10.80%     16.97%        5.64%       15.96%    -14.86%     55.03%
 90 days       44       93.2%     19.59%     23.05%     18.91%       17.30%       28.80%    -12.29%     83.14%
180 days       44       54.5%      3.89%     23.81%     36.05%       12.85%       34.77%    -18.19%     88.83%
365 days       44       79.5%     52.67%     52.85%     57.85%       35.27%       70.44%    -45.90%    152.21%


========================================================================================================================
FICO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -15.62%
Rounded target for matching: -16%
Similar historical periods found: 86
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       86       68.6%      2.25%      2.49%      8.08%        0.76%        4.22%    -27.65%     19.87%
 14 days       86       57.0%      3.76%      2.69%     11.18%        0.29%        5.08%    -25.32%     36.84%
 30 days       86       54.7%      3.10%      6.33%     16.88%        2.71%        9.95%    -21.59%     59.62%
 90 days       85       60.0%      4.84%     12.58%     25.81%        7.02%       18.15%    -35.89%     66.03%
180 days       85       80.0%     13.99%     24.03%     30.69%       17.41%       30.65%    -28.68%    123.54%
365 days       85       69.4%     35.72%     39.71%     51.24%       28.65%       50.76%    -48.37%    185.79%


========================================================================================================================

Chart 13: MA (R² = 0.9354, Window = 750 days) | Price: $564.40 | Date: 2025-07-10 | Daily: -0.1% | MTD: +0.9% | QTD: +0.9% | YTD: +7.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $564.40 ($526.44,-7% - $632.40,+12%)
   +30d (1m): $591.35,+4.8% ($539.52,-4% - $648.15,+15%)
   +60d (2m): $606.05,+7.4% ($552.92,-2% - $664.29,+18%)
   +90d (3m): $621.13,+10.1% ($566.65,+0% - $680.84,+21%)
   +180d (6m): $668.64,+18.5% ($609.93,+8% - $733.01,+30%)
   +365d (1y): $778.03,+37.9% ($709.49,+26% - $853.19,+51%)
   +EOY (174d): $665.36,+17.9% ($606.94,+8% - $729.41,+29%)
   End-of-year outlook: 📈 Bullish Trend (+17.9%)
   Confidence: 93.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 14 periods in chart (90d ROC≈-2%)
   📅 Days until EOY 2025: 174 days | EOY Target: $665.36 (+17.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
MA - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -0.48%
Rounded target for matching: 0%
Similar historical periods found: 175
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      175       60.6%      1.25%      0.95%      4.46%        0.28%        1.61%    -12.15%     13.63%
 14 days      175       65.1%      1.80%      1.62%      6.86%        0.59%        2.64%    -21.59%     27.26%
 30 days      175       71.4%      3.80%      3.52%      7.16%        2.45%        4.59%    -18.26%     20.61%
 90 days      174       79.9%     10.62%      9.66%     14.33%        7.52%       11.81%    -53.15%     69.54%
180 days      173       86.1%     14.16%     17.80%     19.51%       14.87%       20.72%    -38.81%     88.47%
365 days      168       92.9%     30.26%     36.06%     28.73%       31.69%       40.44%    -19.32%    130.25%


========================================================================================================================
MA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -1.91%
Rounded target for matching: -2%
Similar historical periods found: 81
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       81       51.9%      0.37%      1.07%      6.41%       -0.35%        2.48%    -10.66%     29.55%
 14 days       81       60.5%      0.73%      1.84%      7.63%        0.16%        3.53%    -16.48%     31.66%
 30 days       81       64.2%      2.88%      3.25%      8.54%        1.36%        5.14%    -16.42%     33.56%
 90 days       80       80.0%      8.89%      8.10%     13.03%        5.20%       11.00%    -38.03%     41.72%
180 days       80       80.0%     14.69%     17.84%     24.04%       12.49%       23.19%    -26.22%    134.35%
365 days       73       93.2%     24.34%     29.83%     25.37%       23.91%       35.75%     -9.92%    105.37%


========================================================================================================================

Chart 14: AXON (R² = 0.9331, Window = 504 days) | Price: $805.86 | Date: 2025-07-10 | Daily: +0.0% | MTD: -2.4% | QTD: -2.4% | YTD: +33.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $805.86 ($607.23,-25% - $959.77,+19%)
   +30d (1m): $834.75,+3.6% ($663.86,-18% - $1.0K,+30%)
   +60d (2m): $912.76,+13.3% ($725.76,-10% - $1.1K,+42%)
   +90d (3m): $998.05,+23.8% ($793.41,-2% - $1.3K,+56%)
   +180d (6m): $1.3K,+61.9% ($1.0K,+29% - $1.6K,+104%)
   +365d (1y): $2.3K,+180.9% ($1.8K,+123% - $2.9K,+254%)
   +EOY (174d): $1.3K,+59.0% ($1.0K,+26% - $1.6K,+100%)
   End-of-year outlook: 📈 Bullish Trend (+59.0%)
   Confidence: 93.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈52%)
   📅 Days until EOY 2025: 174 days | EOY Target: $1.3K (+59.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AXON - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 17.33%
Rounded target for matching: 17%
Similar historical periods found: 83
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       83       56.6%      1.36%      1.18%      8.40%       -0.66%        3.01%    -15.56%     31.04%
 14 days       83       54.2%      1.91%      1.82%     13.13%       -1.04%        4.69%    -24.85%     72.25%
 30 days       83       51.8%      0.17%      6.11%     20.97%        1.53%       10.69%    -31.49%     90.47%
 90 days       83       59.0%      3.68%     20.17%     59.01%        7.28%       33.05%    -66.12%    424.15%
180 days       82       65.9%     17.60%     53.55%    204.21%        8.68%       98.42%    -79.11%   1684.96%
365 days       78       73.1%     34.80%    176.65%    815.65%       -7.25%      360.55%    -73.65%   5490.07%


========================================================================================================================
AXON - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 52.50%
Rounded target for matching: 52%
Similar historical periods found: 31
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       31       64.5%      1.01%      0.51%      5.64%       -1.56%        2.58%    -19.58%     11.00%
 14 days       31       71.0%      2.74%      6.06%     15.00%        0.56%       11.57%    -27.43%     37.13%
 30 days       31       61.3%     10.05%      9.80%     22.71%        1.47%       18.13%    -38.58%     48.90%
 90 days       31       51.6%      1.37%      1.82%     28.29%       -8.56%       12.20%    -69.13%     60.57%
180 days       29       58.6%     10.55%     12.63%     47.44%       -5.42%       30.67%    -77.49%    103.03%
365 days       24       50.0%     -0.43%     20.49%     65.65%       -7.23%       48.21%    -71.64%    125.77%


========================================================================================================================

Chart 15: IBM (R² = 0.9324, Window = 504 days) | Price: $287.70 | Date: 2025-07-10 | Daily: -0.8% | MTD: -2.3% | QTD: -2.3% | YTD: +31.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $287.70 ($245.21,-15% - $311.20,+8%)
   +30d (1m): $289.32,+0.6% ($256.80,-11% - $325.96,+13%)
   +60d (2m): $303.02,+5.3% ($268.93,-7% - $341.43,+19%)
   +90d (3m): $317.37,+10.3% ($281.64,-2% - $357.64,+24%)
   +180d (6m): $364.62,+26.7% ($323.44,+12% - $411.04,+43%)
   +365d (1y): $485.00,+68.6% ($429.77,+49% - $547.33,+90%)
   +EOY (174d): $361.26,+25.6% ($320.47,+11% - $407.24,+42%)
   End-of-year outlook: 📈 Bullish Trend (+25.6%)
   Confidence: 93.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 28 periods in chart (90d ROC≈15%)
   📅 Days until EOY 2025: 174 days | EOY Target: $361.26 (+25.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IBM - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 13.96%
Rounded target for matching: 14%
Similar historical periods found: 270
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      270       56.3%      0.62%      0.48%      3.84%        0.02%        0.94%    -13.73%     14.70%
 14 days      270       55.2%      0.67%      0.81%      5.96%        0.10%        1.52%    -22.03%     23.44%
 30 days      270       62.6%      1.87%      1.69%      8.54%        0.67%        2.72%    -30.31%     27.21%
 90 days      268       69.8%      5.15%      6.35%     13.41%        4.74%        7.97%    -23.57%     48.07%
180 days      267       68.9%     12.31%     13.93%     23.91%       11.05%       16.81%    -41.29%     92.29%
365 days      255       72.5%     16.90%     24.23%     35.05%       19.90%       28.55%    -42.22%    117.27%


========================================================================================================================
IBM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 14.73%
Rounded target for matching: 15%
Similar historical periods found: 307
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      307       51.8%      0.18%      0.10%      3.80%       -0.33%        0.52%    -13.03%     16.08%
 14 days      307       52.1%      0.51%     -0.10%      4.86%       -0.65%        0.44%    -12.70%     16.89%
 30 days      307       55.4%      1.01%      0.80%      7.58%       -0.05%        1.65%    -25.40%     29.27%
 90 days      307       57.3%      3.31%      3.81%     14.23%        2.21%        5.41%    -33.91%     37.91%
180 days      303       66.3%      6.96%      9.67%     22.06%        7.18%       12.17%    -51.27%     92.70%
365 days      300       74.3%     20.35%     25.62%     36.08%       21.52%       29.72%    -49.26%    121.38%


========================================================================================================================

======================================================================================================================================================
🟢 TOP 12 STOCK INSTRUMENTS - UNDERVALUED OPPORTUNITIES
======================================================================================================================================================
Rank Symbol       Under%  R²       Growth%  Price          Upside%  Win  Daily%  MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    FICO            36.3 0.9358       76.4 $1.6K              56.9 750     +0.0   -11.9   -11.9   -20.6
2    LLY             23.9 0.9232       49.8 $795.63            31.4 1008    +1.1    +2.1    +2.1    +2.3
3    NVDA            22.6 0.9164      148.0 $164.01            29.2 750     +0.7    +4.9    +4.9   +20.6
4    CRM             20.4 0.7434       29.4 $266.88            25.6 750     -1.5    -1.9    -1.9   -20.4
5    META            15.1 0.8984       86.9 $724.90            17.8 750     -1.1    -1.6    -1.6   +23.1
6    TMUS            14.7 0.9294       45.5 $228.55            17.3 504     -1.6    -4.1    -4.1    +3.6
7    ISRG            13.0 0.9202       43.0 $526.41            15.0 750     -0.3    -3.0    -3.0    +1.0
8    ANET            12.4 0.9067       66.1 $106.28            14.2 750     +0.0    +3.9    +3.9    -4.5
9    NOW             12.1 0.8942       43.7 $983.69            13.8 750     -3.0    -4.2    -4.2    -8.4
10   PGR             10.5 0.9477       36.2 $250.41            11.8 1008    -0.0    -6.1    -6.1    +6.2
11   MNST            10.2 0.8541       86.7 $59.57             11.3 126     +0.0    -5.2    -5.2   +12.5
12   AAPL            10.1 0.7257       18.3 $212.59            11.3 750     +0.7    +2.9    +2.9   -14.4

📊 DISPLAYING 12 UNDERVALUED STOCK OPPORTUNITY CHARTS:
------------------------------------------------------------------------------------------------------------------------

Chart 1: FICO (Undervalued by 36.3%, Window = 750 days) | Price: $1.6K | Date: 2025-07-10 | Daily: +0.0% | MTD: -11.9% | QTD: -11.9% | YTD: -20.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $1.6K ($1.9K,+22% - $3.2K,+102%)
   +30d (1m): $2.7K,+67.9% ($2.1K,+31% - $3.4K,+116%)
   +60d (2m): $2.9K,+79.7% ($2.2K,+40% - $3.7K,+131%)
   +90d (3m): $3.1K,+92.2% ($2.4K,+49% - $3.9K,+147%)
   +180d (6m): $3.7K,+135.4% ($2.9K,+83% - $4.8K,+203%)
   +365d (1y): $5.7K,+257.2% ($4.4K,+177% - $7.3K,+360%)
   +EOY (174d): $3.7K,+132.3% ($2.9K,+81% - $4.8K,+199%)
   End-of-year outlook: 📈 Bullish Trend (+132.3%)
   Confidence: 93.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈-16%)
   📅 Days until EOY 2025: 174 days | EOY Target: $3.7K (+132.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FICO - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -24.41%
Rounded target for matching: -24%
Similar historical periods found: 44
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       44       50.0%      0.15%      0.78%      7.97%       -1.64%        3.21%    -22.71%     15.04%
 14 days       44       65.9%      7.93%      7.17%     11.82%        3.58%       10.76%    -11.11%     31.82%
 30 days       44       68.2%      9.85%     10.80%     16.97%        5.64%       15.96%    -14.86%     55.03%
 90 days       44       93.2%     19.59%     23.05%     18.91%       17.30%       28.80%    -12.29%     83.14%
180 days       44       54.5%      3.89%     23.81%     36.05%       12.85%       34.77%    -18.19%     88.83%
365 days       44       79.5%     52.67%     52.85%     57.85%       35.27%       70.44%    -45.90%    152.21%


========================================================================================================================
FICO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -15.62%
Rounded target for matching: -16%
Similar historical periods found: 86
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       86       68.6%      2.25%      2.49%      8.08%        0.76%        4.22%    -27.65%     19.87%
 14 days       86       57.0%      3.76%      2.69%     11.18%        0.29%        5.08%    -25.32%     36.84%
 30 days       86       54.7%      3.10%      6.33%     16.88%        2.71%        9.95%    -21.59%     59.62%
 90 days       85       60.0%      4.84%     12.58%     25.81%        7.02%       18.15%    -35.89%     66.03%
180 days       85       80.0%     13.99%     24.03%     30.69%       17.41%       30.65%    -28.68%    123.54%
365 days       85       69.4%     35.72%     39.71%     51.24%       28.65%       50.76%    -48.37%    185.79%


========================================================================================================================

Chart 2: LLY (Undervalued by 23.9%, Window = 1008 days) | Price: $795.63 | Date: 2025-07-10 | Daily: +1.1% | MTD: +2.1% | QTD: +2.1% | YTD: +2.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: $795.63 ($801.98,+1% - $1.4K,+71%)
   +30d (1m): $1.1K,+37.8% ($841.49,+6% - $1.4K,+80%)
   +60d (2m): $1.2K,+44.6% ($882.95,+11% - $1.5K,+88%)
   +90d (3m): $1.2K,+51.8% ($926.44,+16% - $1.6K,+98%)
   +180d (6m): $1.4K,+75.3% ($1.1K,+35% - $1.8K,+129%)
   +365d (1y): $1.9K,+135.9% ($1.4K,+81% - $2.4K,+208%)
   +EOY (174d): $1.4K,+73.7% ($1.1K,+33% - $1.8K,+126%)
   End-of-year outlook: 📈 Bullish Trend (+73.7%)
   Confidence: 92.3% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈-13%)
   📅 Days until EOY 2025: 174 days | EOY Target: $1.4K (+73.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 6.10%
Rounded target for matching: 6%
Similar historical periods found: 538
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      538       52.6%      0.26%      0.51%      4.14%        0.16%        0.86%    -12.01%     19.00%
 14 days      538       56.3%      0.85%      1.20%      6.10%        0.68%        1.72%    -27.23%     23.50%
 30 days      538       55.6%      1.15%      2.13%      8.65%        1.40%        2.86%    -25.98%     32.46%
 90 days      538       61.9%      4.60%      4.94%     14.78%        3.68%        6.19%    -39.06%     49.54%
180 days      537       66.7%      9.47%     11.75%     23.46%        9.76%       13.74%    -33.81%     89.19%
365 days      529       72.6%     19.92%     27.36%     40.31%       23.91%       30.80%    -46.39%    155.09%


========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -13.40%
Rounded target for matching: -13%
Similar historical periods found: 153
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      153       56.2%      1.02%      0.50%      4.88%       -0.28%        1.28%    -16.44%     15.50%
 14 days      153       62.1%      1.25%      1.23%      6.40%        0.20%        2.25%    -20.21%     23.93%
 30 days      153       58.8%      1.92%      1.37%      9.44%       -0.14%        2.87%    -22.14%     29.96%
 90 days      153       60.8%      4.02%      4.81%     16.10%        2.24%        7.38%    -20.02%     77.24%
180 days      151       55.6%      4.61%      8.38%     25.34%        4.31%       12.46%    -37.73%     89.53%
365 days      151       67.5%     11.17%     15.66%     34.93%       10.04%       21.28%    -30.85%    143.93%


========================================================================================================================

Chart 3: NVDA (Undervalued by 22.6%, Window = 750 days) | Price: $164.01 | Date: 2025-07-10 | Daily: +0.7% | MTD: +4.9% | QTD: +4.9% | YTD: +20.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $164.01 ($133.20,-19% - $336.94,+105%)
   +30d (1m): $236.03,+43.9% ($148.38,-10% - $375.46,+129%)
   +60d (2m): $262.98,+60.3% ($165.30,+1% - $418.40,+155%)
   +90d (3m): $293.01,+78.6% ($184.14,+12% - $466.26,+184%)
   +180d (6m): $405.28,+147.1% ($254.53,+55% - $645.29,+293%)
   +365d (1y): $789.42,+381.3% ($495.02,+202% - $1.3K,+668%)
   +EOY (174d): $396.61,+141.8% ($249.10,+52% - $631.46,+285%)
   End-of-year outlook: 📈 Bullish Trend (+141.8%)
   Confidence: 91.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈31%)
   📅 Days until EOY 2025: 174 days | EOY Target: $396.61 (+141.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NVDA - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 39.75%
Rounded target for matching: 40%
Similar historical periods found: 22
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       22       36.4%     -3.91%      1.07%     12.51%       -4.48%        6.61%    -16.99%     40.53%
 14 days       22       36.4%     -1.75%     -2.68%     12.63%       -8.28%        2.93%    -32.09%     19.20%
 30 days       22       59.1%     11.12%      7.31%     24.10%       -3.38%       18.00%    -26.19%     52.64%
 90 days       22       72.7%     10.45%     17.24%     35.64%        1.44%       33.05%    -46.74%    142.39%
180 days       22       81.8%     22.82%     45.99%     85.92%        7.89%       84.08%    -81.68%    307.49%
365 days       21       71.4%     67.84%     76.18%    106.92%       27.51%      124.84%    -74.45%    313.54%


========================================================================================================================
NVDA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 31.32%
Rounded target for matching: 31%
Similar historical periods found: 68
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       68       67.6%      3.04%      2.14%      7.22%        0.39%        3.89%    -15.12%     19.55%
 14 days       68       73.5%      5.84%      4.25%      9.50%        1.95%        6.55%    -27.61%     28.99%
 30 days       68       69.1%     10.61%      9.51%     18.18%        5.11%       13.91%    -53.42%     71.57%
 90 days       68       75.0%     20.34%     15.22%     33.40%        7.14%       23.31%    -59.73%    149.16%
180 days       68       70.6%     31.05%     37.45%     84.28%       17.05%       57.85%    -79.19%    561.73%
365 days       66       63.6%     34.12%     58.46%     96.72%       34.68%       82.24%    -70.20%    411.17%


========================================================================================================================

Chart 4: CRM (Undervalued by 20.4%, Window = 750 days) | Price: $266.88 | Date: 2025-07-10 | Daily: -1.5% | MTD: -1.9% | QTD: -1.9% | YTD: -20.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $266.88 ($259.51,-3% - $433.06,+62%)
   +30d (1m): $345.68,+29.5% ($267.57,+0% - $446.59,+67%)
   +60d (2m): $356.45,+33.6% ($275.88,+3% - $460.54,+73%)
   +90d (3m): $367.55,+37.7% ($284.45,+7% - $474.94,+78%)
   +180d (6m): $402.99,+51.0% ($311.77,+17% - $520.90,+95%)
   +365d (1y): $486.92,+82.5% ($376.38,+41% - $629.94,+136%)
   +EOY (174d): $400.53,+50.1% ($309.87,+16% - $517.70,+94%)
   End-of-year outlook: 📈 Bullish Trend (+50.1%)
   Confidence: 74.3% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 17 periods in chart (90d ROC≈-10%)
   📅 Days until EOY 2025: 174 days | EOY Target: $400.53 (+50.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
CRM - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -4.45%
Rounded target for matching: -4%
Similar historical periods found: 106
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      106       46.2%     -0.45%      0.26%      7.00%       -1.09%        1.61%    -14.23%     31.93%
 14 days      106       49.1%     -0.39%      1.11%      8.86%       -0.60%        2.82%    -18.52%     39.83%
 30 days      106       59.4%      2.11%      2.99%     11.25%        0.83%        5.16%    -20.69%     47.75%
 90 days      104       78.8%     14.78%     13.79%     19.21%       10.05%       17.52%    -60.13%     60.40%
180 days      104       86.5%     19.63%     22.96%     33.64%       16.42%       29.51%    -60.54%    184.52%
365 days       99       80.8%     43.41%     44.28%     55.39%       33.23%       55.32%    -39.56%    278.26%


========================================================================================================================
CRM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -10.11%
Rounded target for matching: -10%
Similar historical periods found: 85
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       85       62.4%      1.73%      1.21%      7.57%       -0.43%        2.84%    -23.18%     28.29%
 14 days       85       63.5%      4.09%      3.32%     11.46%        0.85%        5.79%    -20.49%     39.83%
 30 days       85       63.5%      5.79%      6.02%     15.66%        2.64%        9.39%    -26.17%     38.76%
 90 days       84       89.3%     15.61%     18.52%     18.78%       14.44%       22.60%    -41.86%     57.51%
180 days       84       89.3%     23.74%     37.62%     46.19%       27.60%       47.65%    -34.00%    184.52%
365 days       80       88.8%     47.37%     55.26%     48.01%       44.58%       65.95%    -28.75%    178.12%


========================================================================================================================

Chart 5: META (Undervalued by 15.1%, Window = 750 days) | Price: $724.90 | Date: 2025-07-10 | Daily: -1.1% | MTD: -1.6% | QTD: -1.6% | YTD: +23.1%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $724.90 ($598.29,-17% - $1.2K,+68%)
   +30d (1m): $920.02,+26.9% ($644.48,-11% - $1.3K,+81%)
   +60d (2m): $991.16,+36.7% ($694.22,-4% - $1.4K,+95%)
   +90d (3m): $1.1K,+47.3% ($747.80,+3% - $1.5K,+110%)
   +180d (6m): $1.3K,+84.2% ($934.60,+29% - $1.9K,+163%)
   +365d (1y): $2.1K,+191.6% ($1.5K,+104% - $3.0K,+317%)
   +EOY (174d): $1.3K,+81.5% ($920.81,+27% - $1.9K,+159%)
   End-of-year outlook: 📈 Bullish Trend (+81.5%)
   Confidence: 89.8% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈9%)
   📅 Days until EOY 2025: 174 days | EOY Target: $1.3K (+81.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
META - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 21.31%
Rounded target for matching: 21%
Similar historical periods found: 33
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       33       66.7%      3.30%      3.45%      6.48%        1.15%        5.74%     -6.42%     18.78%
 14 days       33       63.6%      5.11%      4.69%     10.28%        1.05%        8.34%    -14.29%     36.17%
 30 days       33       57.6%      6.53%      6.39%     15.51%        0.88%       11.89%    -17.10%     49.20%
 90 days       33       78.8%      8.67%     14.77%     25.17%        5.85%       23.69%    -28.03%     93.81%
180 days       31       87.1%     19.49%     36.70%     39.29%       22.28%       51.11%    -16.09%    153.68%
365 days       27       92.6%     54.32%     79.42%     80.73%       47.48%      111.36%    -24.09%    319.62%


========================================================================================================================
META - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 8.67%
Rounded target for matching: 9%
Similar historical periods found: 74
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       74       60.8%      0.86%      0.19%      3.69%       -0.66%        1.05%    -12.72%      7.33%
 14 days       74       56.8%      0.85%      1.04%      5.02%       -0.12%        2.20%    -13.37%     15.29%
 30 days       74       59.5%      3.14%      2.40%      7.26%        0.72%        4.08%    -11.14%     19.47%
 90 days       74       78.4%      7.53%      8.87%     14.16%        5.59%       12.15%    -22.84%     58.57%
180 days       74       85.1%     17.44%     16.44%     17.98%       12.27%       20.61%    -46.39%     65.09%
365 days       71       91.5%     49.03%     38.59%     31.00%       31.26%       45.93%    -56.10%     98.09%


========================================================================================================================

Chart 6: TMUS (Undervalued by 14.7%, Window = 504 days) | Price: $228.55 | Date: 2025-07-10 | Daily: -1.6% | MTD: -4.1% | QTD: -4.1% | YTD: +3.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $228.55 ($238.28,+4% - $301.57,+32%)
   +30d (1m): $280.30,+22.6% ($249.14,+9% - $315.37,+38%)
   +60d (2m): $293.11,+28.2% ($260.49,+14% - $329.80,+44%)
   +90d (3m): $306.49,+34.1% ($272.36,+19% - $344.90,+51%)
   +180d (6m): $350.44,+53.3% ($311.29,+36% - $394.51,+73%)
   +365d (1y): $461.56,+101.9% ($409.57,+79% - $520.14,+128%)
   +EOY (174d): $347.32,+52.0% ($308.53,+35% - $390.99,+71%)
   End-of-year outlook: 📈 Bullish Trend (+52.0%)
   Confidence: 92.9% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 174 days | EOY Target: $347.32 (+52.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TMUS - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -7.31%
Rounded target for matching: -7%
Similar historical periods found: 97
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       97       58.8%      0.66%      1.10%      5.82%       -0.07%        2.27%    -18.28%     15.11%
 14 days       97       66.0%      2.53%      1.95%     10.50%       -0.16%        4.07%    -45.37%     33.74%
 30 days       97       62.9%      3.64%      2.50%     12.73%       -0.07%        5.06%    -37.14%     48.24%
 90 days       93       74.2%      8.92%      7.63%     18.04%        3.92%       11.35%    -56.03%     67.94%
180 days       88       68.2%     21.22%     16.44%     27.74%       10.56%       22.32%    -61.88%     82.21%
365 days       88       86.4%     30.11%     31.01%     42.24%       22.06%       39.96%    -67.19%    193.53%


========================================================================================================================
TMUS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -14.94%
Rounded target for matching: -15%
Similar historical periods found: 26
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       26       53.8%      0.55%      0.12%      8.24%       -3.21%        3.45%    -20.83%     18.41%
 14 days       26       57.7%      1.60%      0.60%     10.05%       -3.45%        4.66%    -20.32%     15.62%
 30 days       26       50.0%      0.03%      0.80%     13.90%       -4.81%        6.41%    -23.05%     20.88%
 90 days       26       76.9%     14.28%      9.97%     19.71%        2.01%       17.93%    -33.97%     38.58%
180 days       26       84.6%     29.99%     28.22%     25.94%       17.74%       38.70%    -27.93%     91.99%
365 days       26       84.6%     40.38%     39.00%     51.52%       18.19%       59.81%    -62.37%    132.77%


========================================================================================================================

Chart 7: ISRG (Undervalued by 13.0%, Window = 750 days) | Price: $526.41 | Date: 2025-07-10 | Daily: -0.3% | MTD: -3.0% | QTD: -3.0% | YTD: +1.0%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $526.41 ($506.61,-4% - $723.47,+37%)
   +30d (1m): $631.76,+20.0% ($528.63,+0% - $755.00,+43%)
   +60d (2m): $659.25,+25.2% ($551.60,+5% - $787.91,+50%)
   +90d (3m): $687.94,+30.7% ($575.57,+9% - $822.26,+56%)
   +180d (6m): $781.73,+48.5% ($653.89,+24% - $934.57,+78%)
   +365d (1y): $1.0K,+93.1% ($849.84,+61% - $1.2K,+131%)
   +EOY (174d): $775.10,+47.2% ($648.35,+23% - $926.63,+76%)
   End-of-year outlook: 📈 Bullish Trend (+47.2%)
   Confidence: 92.0% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-8%)
   📅 Days until EOY 2025: 174 days | EOY Target: $775.10 (+47.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ISRG - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -2.18%
Rounded target for matching: -2%
Similar historical periods found: 153
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      153       59.5%      0.99%      0.65%      6.12%       -0.33%        1.63%    -19.20%     17.44%
 14 days      153       60.8%      1.62%      1.45%      9.86%       -0.12%        3.03%    -29.03%     28.06%
 30 days      153       52.9%      1.05%      1.02%     14.09%       -1.23%        3.27%    -48.83%     63.14%
 90 days      152       64.5%      5.61%      9.21%     27.04%        4.88%       13.54%    -64.34%    145.37%
180 days      152       71.7%     12.81%     24.41%     51.89%       16.09%       32.72%    -66.13%    206.37%
365 days      148       71.6%     32.49%     51.82%     85.76%       37.89%       65.75%    -48.30%    482.30%


========================================================================================================================
ISRG - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -8.15%
Rounded target for matching: -8%
Similar historical periods found: 85
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       85       60.0%      0.78%      0.33%      8.94%       -1.60%        2.26%    -33.00%     42.99%
 14 days       85       62.4%      2.39%      2.46%     11.13%        0.06%        4.86%    -21.89%     69.42%
 30 days       85       67.1%      4.41%      4.60%     13.37%        1.72%        7.49%    -33.65%     55.04%
 90 days       85       67.1%      9.25%      7.29%     23.92%        2.13%       12.45%    -63.05%     80.04%
180 days       85       68.2%     13.69%     13.96%     37.29%        5.92%       22.00%    -66.05%    109.75%
365 days       85       77.6%     38.62%     56.55%     58.36%       43.96%       69.13%    -20.94%    248.85%


========================================================================================================================

Chart 8: ANET (Undervalued by 12.4%, Window = 750 days) | Price: $106.28 | Date: 2025-07-10 | Daily: +0.0% | MTD: +3.9% | QTD: +3.9% | YTD: -4.5%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $106.28 ($92.15,-13% - $159.76,+50%)
   +30d (1m): $128.89,+21.3% ($97.88,-8% - $169.72,+60%)
   +60d (2m): $136.91,+28.8% ($103.96,-2% - $180.30,+70%)
   +90d (3m): $145.43,+36.8% ($110.42,+4% - $191.54,+80%)
   +180d (6m): $174.31,+64.0% ($132.30,+24% - $229.66,+116%)
   +365d (1y): $252.95,+138.0% ($191.81,+80% - $333.58,+214%)
   +EOY (174d): $172.22,+62.0% ($130.71,+23% - $226.90,+113%)
   End-of-year outlook: 📈 Bullish Trend (+62.0%)
   Confidence: 90.7% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈14%)
   📅 Days until EOY 2025: 174 days | EOY Target: $172.22 (+62.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ANET - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 21.78%
Rounded target for matching: 22%
Similar historical periods found: 39
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       39       59.0%      1.32%      0.58%      5.32%       -1.15%        2.30%    -12.67%      9.16%
 14 days       39       59.0%      1.06%      0.25%      7.00%       -2.02%        2.52%    -16.68%     11.38%
 30 days       39       43.6%     -0.79%     -1.76%     11.22%       -5.40%        1.88%    -30.15%     21.07%
 90 days       39       64.1%     12.92%      9.03%     18.12%        3.16%       14.91%    -27.89%     42.38%
180 days       39       66.7%     20.39%     22.42%     34.03%       11.39%       33.45%    -24.82%     94.17%
365 days       33       81.8%     60.65%     64.45%     62.70%       42.22%       86.69%    -31.43%    180.15%


========================================================================================================================
ANET - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 14.22%
Rounded target for matching: 14%
Similar historical periods found: 40
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       40       60.0%      2.12%      2.21%      5.80%        0.35%        4.07%     -9.66%     22.16%
 14 days       40       72.5%      2.34%      4.00%      9.16%        1.07%        6.93%    -17.78%     27.11%
 30 days       40       85.0%      8.38%      8.61%     11.11%        5.06%       12.17%    -15.47%     35.92%
 90 days       40       87.5%     22.23%     23.58%     20.07%       17.16%       30.00%    -15.44%     67.90%
180 days       40       77.5%     38.59%     39.57%     38.95%       27.12%       52.03%    -23.16%    103.82%
365 days       36       83.3%     50.41%     79.32%     77.19%       53.21%      105.44%    -12.45%    275.80%


========================================================================================================================

Chart 9: NOW (Undervalued by 12.1%, Window = 750 days) | Price: $983.69 | Date: 2025-07-10 | Daily: -3.0% | MTD: -4.2% | QTD: -4.2% | YTD: -8.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $983.69 ($906.64,-8% - $1.4K,+40%)
   +30d (1m): $1.2K,+18.8% ($946.54,-4% - $1.4K,+47%)
   +60d (2m): $1.2K,+24.0% ($988.19,+0% - $1.5K,+53%)
   +90d (3m): $1.3K,+29.5% ($1.0K,+5% - $1.6K,+60%)
   +180d (6m): $1.5K,+47.4% ($1.2K,+19% - $1.8K,+82%)
   +365d (1y): $1.9K,+92.3% ($1.5K,+56% - $2.3K,+138%)
   +EOY (174d): $1.4K,+46.1% ($1.2K,+18% - $1.8K,+81%)
   End-of-year outlook: 📈 Bullish Trend (+46.1%)
   Confidence: 89.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 11 periods in chart (90d ROC≈6%)
   📅 Days until EOY 2025: 174 days | EOY Target: $1.4K (+46.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NOW - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 0.94%
Rounded target for matching: 1%
Similar historical periods found: 83
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       83       72.3%      2.67%      2.54%      6.27%        1.18%        3.91%    -16.91%     16.60%
 14 days       83       67.5%      4.29%      3.75%      7.72%        2.07%        5.44%    -17.68%     25.19%
 30 days       83       78.3%      6.34%      5.89%     10.09%        3.69%        8.10%    -17.61%     23.78%
 90 days       82       81.7%     13.34%     12.96%     15.27%        9.60%       16.31%    -27.40%     48.23%
180 days       78       88.5%     32.40%     28.86%     24.93%       23.24%       34.48%    -36.02%     84.23%
365 days       71       84.5%     71.94%     60.04%     48.04%       48.67%       71.41%    -30.84%    137.27%


========================================================================================================================
NOW - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.80%
Rounded target for matching: 6%
Similar historical periods found: 54
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       54       50.0%      0.24%      0.36%      5.75%       -1.21%        1.93%    -14.36%     12.80%
 14 days       54       50.0%     -0.01%      0.03%      7.81%       -2.10%        2.17%    -21.32%     13.43%
 30 days       54       61.1%      2.64%      2.51%      9.41%       -0.06%        5.08%    -15.37%     26.41%
 90 days       54       81.5%     19.20%     16.05%     18.31%       11.05%       21.04%    -33.95%     66.80%
180 days       54       83.3%     30.92%     26.00%     28.53%       18.21%       33.79%    -35.06%     98.08%
365 days       47       68.1%     44.96%     44.45%     50.30%       29.68%       59.22%    -33.83%    136.32%


========================================================================================================================

Chart 10: PGR (Undervalued by 10.5%, Window = 1008 days) | Price: $250.41 | Date: 2025-07-10 | Daily: -0.0% | MTD: -6.1% | QTD: -6.1% | YTD: +6.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: $250.41 ($237.29,-5% - $330.05,+32%)
   +30d (1m): $290.35,+16.0% ($246.19,-2% - $342.44,+37%)
   +60d (2m): $301.24,+20.3% ($255.41,+2% - $355.30,+42%)
   +90d (3m): $312.54,+24.8% ($264.98,+6% - $368.64,+47%)
   +180d (6m): $349.05,+39.4% ($295.90,+18% - $411.74,+64%)
   +365d (1y): $438.03,+74.9% ($371.23,+48% - $516.84,+106%)
   +EOY (174d): $346.49,+38.4% ($293.73,+17% - $408.72,+63%)
   End-of-year outlook: 📈 Bullish Trend (+38.4%)
   Confidence: 94.8% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈-11%)
   📅 Days until EOY 2025: 174 days | EOY Target: $346.49 (+38.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PGR - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -11.77%
Rounded target for matching: -12%
Similar historical periods found: 129
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      129       55.8%      1.08%      0.69%      5.13%       -0.20%        1.59%    -11.95%     13.63%
 14 days      129       57.4%      0.79%      0.39%      7.14%       -0.85%        1.64%    -26.44%     17.61%
 30 days      129       62.8%      2.87%      3.83%     10.84%        1.94%        5.71%    -29.57%     29.06%
 90 days      129       73.6%     20.14%     15.93%     20.09%       12.43%       19.43%    -43.43%     60.07%
180 days      129       79.8%     20.86%     25.24%     29.39%       20.12%       30.36%    -45.95%     82.81%
365 days      129       84.5%     39.77%     51.23%     56.79%       41.33%       61.12%    -48.48%    234.86%


========================================================================================================================
PGR - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -11.14%
Rounded target for matching: -11%
Similar historical periods found: 143
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      143       65.0%      1.24%      1.53%      5.63%        0.60%        2.46%    -18.91%     24.04%
 14 days      143       67.1%      2.51%      3.24%      7.37%        2.02%        4.46%    -21.77%     25.53%
 30 days      143       72.7%      4.26%      5.12%      9.82%        3.50%        6.74%    -30.28%     27.35%
 90 days      143       63.6%      9.01%     11.54%     23.08%        7.72%       15.35%    -39.94%    103.19%
180 days      143       64.3%     11.05%     15.59%     29.23%       10.75%       20.42%    -60.09%    104.25%
365 days      143       72.7%     40.69%     36.94%     43.14%       29.80%       44.07%    -47.63%    147.61%


========================================================================================================================

Chart 11: MNST (Undervalued by 10.2%, Window = 126 days) | Price: $59.57 | Date: 2025-07-10 | Daily: +0.0% | MTD: -5.2% | QTD: -5.2% | YTD: +12.5%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 126 days):
   Current: $59.57 ($61.55,+3% - $71.49,+20%)
   +30d (1m): $71.45,+19.9% ($66.23,+11% - $77.08,+29%)
   +60d (2m): $76.96,+29.2% ($71.24,+20% - $83.14,+40%)
   +90d (3m): $82.90,+39.2% ($76.61,+29% - $89.71,+51%)
   +180d (6m): $103.61,+73.9% ($95.07,+60% - $112.92,+90%)
   +365d (1y): $163.86,+175.1% ($147.24,+147% - $182.35,+206%)
   +EOY (174d): $102.08,+71.4% ($93.72,+57% - $111.19,+87%)
   End-of-year outlook: 📈 Bullish Trend (+71.4%)
   Confidence: 85.4% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 174 days | EOY Target: $102.08 (+71.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
MNST - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: -0.95%
Rounded target for matching: -1%
Similar historical periods found: 196
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      196       43.9%     -0.19%     -0.13%      6.83%       -1.09%        0.84%    -19.10%     46.25%
 14 days      196       50.5%      0.08%      0.37%      9.64%       -0.99%        1.73%    -36.16%     75.05%
 30 days      196       55.6%      1.72%      2.65%     14.16%        0.65%        4.64%    -39.35%     98.18%
 90 days      196       64.3%      4.34%      8.84%     25.58%        5.24%       12.44%    -42.66%    217.38%
180 days      189       64.6%      5.60%     20.57%     48.16%       13.66%       27.48%    -40.55%    287.43%
365 days      178       64.6%     14.35%     69.24%    149.23%       47.17%       91.32%    -48.65%    908.57%


========================================================================================================================
MNST - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.00%
Rounded target for matching: 9%
Similar historical periods found: 134
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      134       55.2%      0.73%      0.66%      7.14%       -0.56%        1.88%    -16.67%     45.82%
 14 days      134       50.7%      0.15%      2.17%     17.39%       -0.80%        5.14%    -18.68%    174.98%
 30 days      134       47.8%     -0.11%      2.58%     18.10%       -0.51%        5.67%    -29.17%    116.65%
 90 days      134       57.5%      2.41%     10.56%     32.16%        5.06%       16.05%    -43.75%    166.65%
180 days      128       60.2%      2.92%     21.17%     60.91%       10.51%       31.82%    -56.25%    359.44%
365 days      126       65.9%      4.73%     55.08%    140.44%       30.31%       79.84%    -78.12%    919.16%


========================================================================================================================

Chart 12: AAPL (Undervalued by 10.1%, Window = 750 days) | Price: $212.59 | Date: 2025-07-10 | Daily: +0.7% | MTD: +2.9% | QTD: +2.9% | YTD: -14.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $212.59 ($198.66,-7% - $281.71,+33%)
   +30d (1m): $241.35,+13.5% ($202.66,-5% - $287.42,+35%)
   +60d (2m): $246.22,+15.8% ($206.74,-3% - $293.24,+38%)
   +90d (3m): $251.20,+18.2% ($210.90,-1% - $299.19,+41%)
   +180d (6m): $266.73,+25.5% ($223.89,+5% - $317.76,+49%)
   +365d (1y): $301.74,+41.9% ($253.13,+19% - $359.68,+69%)
   +EOY (174d): $265.66,+25.0% ($223.00,+5% - $316.49,+49%)
   End-of-year outlook: 📈 Bullish Trend (+25.0%)
   Confidence: 72.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈-12%)
   📅 Days until EOY 2025: 174 days | EOY Target: $265.66 (+25.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AAPL - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 7.79%
Rounded target for matching: 8%
Similar historical periods found: 288
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      288       55.2%      0.75%      0.56%      6.12%       -0.15%        1.26%    -21.99%     20.45%
 14 days      288       51.0%      0.37%      0.84%      7.89%       -0.08%        1.75%    -26.69%     23.83%
 30 days      288       58.7%      2.84%      1.79%     12.27%        0.36%        3.21%    -37.52%     35.16%
 90 days      288       63.9%      7.17%      8.07%     25.28%        5.13%       11.00%    -64.55%    104.51%
180 days      279       68.5%     15.77%     16.63%     38.59%       12.08%       21.17%    -72.39%    192.95%
365 days      268       74.6%     35.69%     51.66%     83.32%       41.64%       61.68%    -71.00%    438.77%


========================================================================================================================
AAPL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -11.98%
Rounded target for matching: -12%
Similar historical periods found: 114
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      114       64.9%      2.37%      2.31%      6.48%        1.11%        3.52%    -13.69%     22.50%
 14 days      114       67.5%      2.74%      4.75%     11.26%        2.66%        6.84%    -21.68%     38.02%
 30 days      114       70.2%      7.31%      8.24%     15.16%        5.43%       11.05%    -23.21%     47.95%
 90 days      114       70.2%     11.88%     16.64%     28.99%       11.27%       22.02%    -64.55%    107.02%
180 days      114       76.3%     17.25%     32.33%     54.97%       22.13%       42.53%    -59.96%    243.28%
365 days      111       84.7%     35.70%     61.52%     77.36%       46.97%       76.07%    -62.61%    340.00%


========================================================================================================================

======================================================================================================================================================
🔴 TOP 10 STOCK INSTRUMENTS - OVERVALUED WARNINGS
======================================================================================================================================================
Rank Symbol       Over%   R²       Growth%  Price          Risk%    Win  Daily%  MTD%    QTD%    YTD%   
------------------------------------------------------------------------------------------------------------------------------------------------------
1    HOOD            45.2 0.9116      192.7 $94.54             31.1 504     -0.0    -0.5    -0.5  +145.3
2    INTC            36.9 0.7033      -42.4 $23.84             26.9 378     +1.7    +6.7    +6.7   +17.8
3    ORCL            25.3 0.8784       39.6 $236.75            20.2 750     +0.4    +8.0    +8.0   +41.3
4    PFE             18.4 0.8137      -19.0 $25.89             15.5 750     +1.3    +6.7    +6.7    +0.3
5    TMO             14.3 0.8582      -58.3 $432.20            12.5 126     +2.9    +6.4    +6.4   -16.6
6    MRK             12.8 0.9078      -37.4 $84.74             11.3 252     +1.2    +7.3    +7.3   -13.9
7    NKE             12.4 0.8072      -18.5 $75.17             11.0 1008    +2.2    +4.4    +4.4    -0.3
8    CRWD            12.1 0.7768       59.2 $513.51            10.8 750     -0.0    +0.8    +0.8   +48.2
9    EMR             12.0 0.7808       18.2 $139.80            10.7 750     -0.0    +5.2    +5.2   +12.4
10   DHR             11.3 0.8346      -33.6 $206.53            10.2 252     +2.8    +4.8    +4.8   -10.3

📊 DISPLAYING 10 OVERVALUED STOCK WARNING CHARTS:
------------------------------------------------------------------------------------------------------------------------

Chart 1: HOOD (Overvalued by 45.2%, Window = 504 days) | Price: $94.54 | Date: 2025-07-10 | Daily: -0.0% | MTD: -0.5% | QTD: -0.5% | YTD: +145.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $94.54 ($44.50,-53% - $95.32,+1%)
   +30d (1m): $74.01,-21.7% ($50.56,-47% - $108.36,+15%)
   +60d (2m): $84.11,-11.0% ($57.43,-39% - $123.17,+30%)
   +90d (3m): $95.58,+1.1% ($65.25,-31% - $140.02,+48%)
   +180d (6m): $140.27,+48.4% ($95.63,+1% - $205.73,+118%)
   +365d (1y): $308.59,+226.4% ($209.68,+122% - $454.16,+380%)
   +EOY (174d): $136.73,+44.6% ($93.23,-1% - $200.52,+112%)
   End-of-year outlook: 📈 Bullish Trend (+44.6%)
   Confidence: 91.2% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈89%)
   📅 Days until EOY 2025: 174 days | EOY Target: $136.73 (+44.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 2: INTC (Overvalued by 36.9%, Window = 378 days) | Price: $23.84 | Date: 2025-07-10 | Daily: +1.7% | MTD: +6.7% | QTD: +6.7% | YTD: +17.8%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: $23.84 ($12.81,-46% - $23.67,-1%)
   +30d (1m): $16.31,-31.6% ($11.99,-50% - $22.18,-7%)
   +60d (2m): $15.27,-35.9% ($11.22,-53% - $20.77,-13%)
   +90d (3m): $14.30,-40.0% ($10.50,-56% - $19.46,-18%)
   +180d (6m): $11.74,-50.8% ($8.61,-64% - $16.01,-33%)
   +365d (1y): $7.83,-67.2% ($5.71,-76% - $10.73,-55%)
   +EOY (174d): $11.89,-50.1% ($8.72,-63% - $16.22,-32%)
   End-of-year outlook: 📉 Bearish Trend (-50.1%)
   Confidence: 70.3% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 174 days | EOY Target: $11.89 (-50.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
INTC - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 13.50%
Rounded target for matching: 14%
Similar historical periods found: 212
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      212       53.3%      0.37%      0.22%      6.26%       -0.63%        1.07%    -40.17%     17.07%
 14 days      212       51.4%      0.37%      0.25%      7.52%       -0.77%        1.26%    -32.05%     22.99%
 30 days      212       53.8%      1.09%      1.03%     12.50%       -0.66%        2.73%    -38.46%     36.93%
 90 days      212       50.5%      0.91%      6.31%     26.31%        2.75%        9.87%    -37.17%     98.89%
180 days      210       56.2%      2.99%     10.60%     35.12%        5.82%       15.37%    -50.57%    149.44%
365 days      209       56.0%      5.70%     19.64%     49.61%       12.88%       26.41%    -53.98%    215.46%


========================================================================================================================
INTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.44%
Rounded target for matching: 0%
Similar historical periods found: 193
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      193       54.9%      0.61%      0.51%      5.45%       -0.26%        1.28%    -15.79%     22.03%
 14 days      193       50.3%      0.04%      0.63%      7.61%       -0.45%        1.71%    -24.12%     28.12%
 30 days      193       47.2%     -0.71%      0.63%     11.64%       -1.03%        2.28%    -34.71%     36.32%
 90 days      191       56.0%      2.00%      3.68%     22.37%        0.48%        6.87%    -51.59%     75.63%
180 days      188       67.0%     12.44%     14.82%     33.24%       10.04%       19.60%    -54.56%    116.97%
365 days      188       66.0%     19.60%     29.92%     51.49%       22.51%       37.32%    -55.25%    229.29%


========================================================================================================================

Chart 3: ORCL (Overvalued by 25.3%, Window = 750 days) | Price: $236.75 | Date: 2025-07-10 | Daily: +0.4% | MTD: +8.0% | QTD: +8.0% | YTD: +41.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $236.75 ($153.25,-35% - $233.14,-2%)
   +30d (1m): $196.67,-16.9% ($159.44,-33% - $242.60,+2%)
   +60d (2m): $204.64,-13.6% ($165.89,-30% - $252.44,+7%)
   +90d (3m): $212.92,-10.1% ($172.59,-27% - $262.68,+11%)
   +180d (6m): $239.85,+1.3% ($194.36,-18% - $295.98,+25%)
   +365d (1y): $306.37,+29.4% ($248.09,+5% - $378.34,+60%)
   +EOY (174d): $237.95,+0.5% ($192.83,-19% - $293.63,+24%)
   End-of-year outlook: ➡️ Sideways Trend (+0.5%)
   Confidence: 87.8% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈43%)
   📅 Days until EOY 2025: 174 days | EOY Target: $237.95 (+0.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ORCL - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 57.52%
Rounded target for matching: 58%
Similar historical periods found: 5
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        5       80.0%      1.41%      1.07%      5.45%       -5.70%        7.85%     -8.35%      8.21%
 14 days        5       80.0%     12.65%      8.12%      8.67%       -2.64%       18.88%     -7.94%     15.49%
 30 days        5       80.0%     19.56%     16.34%     19.85%       -8.31%       40.99%    -15.07%     39.15%
 90 days        5       60.0%      0.51%     15.71%     45.34%      -40.59%       72.01%    -17.84%    104.89%
180 days        5      100.0%     45.07%     95.14%    111.73%      -43.59%      233.87%     19.35%    317.54%
365 days        5      100.0%    251.43%    288.96%    182.87%       61.91%      516.02%     91.55%    541.54%


========================================================================================================================
ORCL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 43.08%
Rounded target for matching: 43%
Similar historical periods found: 37
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       37       51.4%      0.12%      2.40%      7.26%       -0.02%        4.82%    -13.51%     22.41%
 14 days       37       59.5%      1.49%      3.49%     12.70%       -0.75%        7.72%    -19.72%     48.72%
 30 days       37       59.5%      2.82%      5.11%     14.00%        0.44%        9.78%    -20.62%     50.31%
 90 days       37       67.6%     12.64%     23.82%     44.06%        9.13%       38.51%    -51.22%    218.93%
180 days       37       89.2%     21.45%     40.78%     52.97%       23.12%       58.44%    -56.69%    188.16%
365 days       36       75.0%     56.49%     64.04%     85.94%       34.97%       93.12%    -67.91%    267.83%


========================================================================================================================

Chart 4: PFE (Overvalued by 18.4%, Window = 750 days) | Price: $25.89 | Date: 2025-07-10 | Daily: +1.3% | MTD: +6.7% | QTD: +6.7% | YTD: +0.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $25.89 ($18.45,-29% - $25.92,+0%)
   +30d (1m): $21.33,-17.6% ($17.99,-31% - $25.28,-2%)
   +60d (2m): $20.80,-19.7% ($17.55,-32% - $24.66,-5%)
   +90d (3m): $20.29,-21.7% ($17.11,-34% - $24.05,-7%)
   +180d (6m): $18.82,-27.3% ($15.87,-39% - $22.32,-14%)
   +365d (1y): $16.13,-37.7% ($13.60,-47% - $19.14,-26%)
   +EOY (174d): $18.92,-27.0% ($15.95,-38% - $22.43,-13%)
   End-of-year outlook: 📉 Bearish Trend (-27.0%)
   Confidence: 81.4% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 19 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 174 days | EOY Target: $18.92 (-27.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PFE - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 14.88%
Rounded target for matching: 15%
Similar historical periods found: 191
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      191       47.1%      0.00%     -0.25%      4.15%       -0.84%        0.34%    -11.07%     12.15%
 14 days      191       50.8%      0.22%      0.42%      5.68%       -0.40%        1.23%    -13.16%     15.52%
 30 days      191       56.5%      1.31%      1.35%      7.21%        0.32%        2.38%    -16.29%     26.01%
 90 days      191       69.1%      7.33%      7.36%     13.73%        5.40%        9.32%    -31.39%     55.35%
180 days      191       80.1%     13.30%     15.77%     23.52%       12.41%       19.13%    -39.74%     98.90%
365 days      191       79.1%     26.19%     33.40%     42.31%       27.36%       39.44%    -41.67%    151.88%


========================================================================================================================
PFE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.16%
Rounded target for matching: 0%
Similar historical periods found: 358
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      358       51.4%      0.14%     -0.23%      4.16%       -0.67%        0.20%    -17.65%     13.98%
 14 days      358       53.6%      0.45%      0.47%      4.85%       -0.03%        0.98%    -14.50%     15.63%
 30 days      358       53.6%      0.78%      0.61%      7.46%       -0.16%        1.39%    -23.05%     32.26%
 90 days      356       52.5%      1.84%      2.96%     13.71%        1.53%        4.39%    -39.10%     50.00%
180 days      355       61.7%      5.31%      5.34%     18.93%        3.36%        7.31%    -44.72%     73.99%
365 days      348       61.5%      8.42%     10.26%     29.39%        7.16%       13.36%    -41.33%    125.33%


========================================================================================================================

Chart 5: TMO (Overvalued by 14.3%, Window = 126 days) | Price: $432.20 | Date: 2025-07-10 | Daily: +2.9% | MTD: +6.4% | QTD: +6.4% | YTD: -16.6%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 126 days):
   Current: $432.20 ($341.09,-21% - $419.15,-3%)
   +30d (1m): $340.76,-21.2% ($306.97,-29% - $378.26,-12%)
   +60d (2m): $307.09,-28.9% ($276.12,-36% - $341.53,-21%)
   +90d (3m): $276.75,-36.0% ($248.25,-43% - $308.52,-29%)
   +180d (6m): $202.55,-53.1% ($179.95,-58% - $228.00,-47%)
   +365d (1y): $106.64,-75.3% ($92.05,-79% - $123.55,-71%)
   +EOY (174d): $206.81,-52.1% ($183.87,-57% - $232.62,-46%)
   End-of-year outlook: 📉 Bearish Trend (-52.1%)
   Confidence: 85.8% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈-18%)
   📅 Days until EOY 2025: 174 days | EOY Target: $206.81 (-52.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TMO - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 5.32%
Rounded target for matching: 5%
Similar historical periods found: 416
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      416       56.0%      0.72%      0.86%      4.41%        0.44%        1.29%    -11.94%     21.13%
 14 days      416       56.0%      0.95%      1.58%      6.53%        0.95%        2.21%    -13.89%     32.77%
 30 days      416       58.9%      2.00%      1.97%      9.15%        1.09%        2.85%    -32.04%     34.62%
 90 days      416       66.1%      6.60%      5.19%     18.69%        3.39%        6.99%    -53.67%     51.52%
180 days      414       72.7%     13.10%     12.53%     24.12%       10.19%       14.86%    -62.30%     87.39%
365 days      405       78.8%     23.77%     25.69%     36.36%       22.13%       29.24%    -67.42%    156.86%


========================================================================================================================
TMO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -18.14%
Rounded target for matching: -18%
Similar historical periods found: 71
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       71       52.1%      0.19%     -0.36%      8.08%       -2.27%        1.56%    -38.06%     30.88%
 14 days       71       43.7%     -1.73%     -0.57%      8.93%       -2.68%        1.54%    -27.74%     25.26%
 30 days       71       47.9%     -0.35%     -0.01%     13.04%       -3.09%        3.08%    -33.90%     41.18%
 90 days       67       82.1%     13.17%     11.69%     16.66%        7.63%       15.76%    -31.25%     43.06%
180 days       67       68.7%     13.71%     14.05%     24.16%        8.16%       19.94%    -50.27%     65.81%
365 days       67       77.6%     36.84%     34.28%     38.07%       25.00%       43.57%    -53.36%    112.93%


========================================================================================================================

Chart 6: MRK (Overvalued by 12.8%, Window = 252 days) | Price: $84.74 | Date: 2025-07-10 | Daily: +1.2% | MTD: +7.3% | QTD: +7.3% | YTD: -13.9%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 252 days):
   Current: $84.74 ($68.99,-19% - $81.86,-3%)
   +30d (1m): $71.07,-16.1% ($65.23,-23% - $77.44,-9%)
   +60d (2m): $67.22,-20.7% ($61.67,-27% - $73.26,-14%)
   +90d (3m): $63.57,-25.0% ($58.30,-31% - $69.32,-18%)
   +180d (6m): $53.78,-36.5% ($49.25,-42% - $58.72,-31%)
   +365d (1y): $38.13,-55.0% ($34.76,-59% - $41.82,-51%)
   +EOY (174d): $54.38,-35.8% ($49.81,-41% - $59.37,-30%)
   End-of-year outlook: 📉 Bearish Trend (-35.8%)
   Confidence: 90.8% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 174 days | EOY Target: $54.38 (-35.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
MRK - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 10.22%
Rounded target for matching: 10%
Similar historical periods found: 469
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      469       54.8%      0.44%      0.55%      3.53%        0.23%        0.87%    -14.23%     12.10%
 14 days      469       54.8%      0.76%      0.68%      5.13%        0.22%        1.15%    -23.63%     13.19%
 30 days      469       61.2%      1.85%      1.83%      6.91%        1.20%        2.46%    -16.47%     23.10%
 90 days      469       68.7%      7.62%      6.05%     12.91%        4.87%        7.22%    -37.44%     47.08%
180 days      469       75.5%     16.62%     14.19%     19.91%       12.38%       16.00%    -45.09%     86.44%
365 days      467       76.9%     27.13%     31.61%     38.98%       28.07%       35.16%    -54.64%    171.80%


========================================================================================================================
MRK - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.42%
Rounded target for matching: -6%
Similar historical periods found: 319
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      319       57.4%      0.56%      0.40%      4.01%       -0.04%        0.84%    -18.04%     15.91%
 14 days      319       55.5%      0.78%      0.76%      5.76%        0.13%        1.39%    -23.28%     16.78%
 30 days      319       57.7%      1.52%      1.57%      8.59%        0.62%        2.51%    -21.99%     21.59%
 90 days      317       64.7%      4.93%      4.93%     14.32%        3.35%        6.52%    -38.83%     44.20%
180 days      317       61.5%     10.50%      9.24%     21.16%        6.90%       11.58%    -37.50%     60.90%
365 days      312       72.1%     21.26%     22.55%     35.29%       18.62%       26.48%    -46.61%    133.58%


========================================================================================================================

Chart 7: NKE (Overvalued by 12.4%, Window = 1008 days) | Price: $75.17 | Date: 2025-07-10 | Daily: +2.2% | MTD: +4.4% | QTD: +4.4% | YTD: -0.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: $75.17 ($53.34,-29% - $83.87,+12%)
   +30d (1m): $65.28,-13.2% ($52.05,-31% - $81.86,+9%)
   +60d (2m): $63.71,-15.2% ($50.80,-32% - $79.90,+6%)
   +90d (3m): $62.18,-17.3% ($49.58,-34% - $77.98,+4%)
   +180d (6m): $57.81,-23.1% ($46.09,-39% - $72.52,-4%)
   +365d (1y): $49.77,-33.8% ($39.67,-47% - $62.45,-17%)
   +EOY (174d): $58.09,-22.7% ($46.32,-38% - $72.87,-3%)
   End-of-year outlook: 📉 Bearish Trend (-22.7%)
   Confidence: 80.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 24 periods in chart (90d ROC≈-4%)
   📅 Days until EOY 2025: 174 days | EOY Target: $58.09 (-22.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NKE - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 28.45%
Rounded target for matching: 28%
Similar historical periods found: 42
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       42       50.0%      0.10%      0.62%      5.40%       -1.06%        2.30%    -13.57%     12.50%
 14 days       42       52.4%      0.50%     -0.16%     10.74%       -3.51%        3.19%    -30.98%     23.11%
 30 days       42       59.5%      4.28%      1.91%     14.32%       -2.55%        6.37%    -33.22%     24.08%
 90 days       42       66.7%      8.52%      9.24%     19.56%        3.14%       15.33%    -27.42%     52.99%
180 days       42       71.4%     14.87%     15.24%     24.20%        7.70%       22.78%    -35.12%     73.70%
365 days       42       71.4%     25.69%     28.50%     43.97%       14.80%       42.20%    -40.81%    151.21%


========================================================================================================================
NKE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.25%
Rounded target for matching: -4%
Similar historical periods found: 199
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      199       51.3%      0.10%      0.07%      5.65%       -0.72%        0.86%    -18.40%     17.09%
 14 days      199       54.8%      0.72%      0.67%      7.89%       -0.43%        1.77%    -30.94%     23.18%
 30 days      199       51.8%      0.52%      0.54%     12.16%       -1.16%        2.24%    -39.74%     29.59%
 90 days      194       63.4%      9.05%      6.82%     19.37%        4.07%        9.56%    -51.07%     53.92%
180 days      190       66.3%      9.88%     10.05%     27.17%        6.17%       13.94%    -39.89%    114.07%
365 days      187       72.2%     30.89%     29.06%     45.43%       22.50%       35.61%    -63.92%    152.53%


========================================================================================================================

Chart 8: CRWD (Overvalued by 12.1%, Window = 750 days) | Price: $513.51 | Date: 2025-07-10 | Daily: -0.0% | MTD: +0.8% | QTD: +0.8% | YTD: +48.2%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $513.51 ($300.52,-41% - $698.08,+36%)
   +30d (1m): $484.08,-5.7% ($317.57,-38% - $737.90,+44%)
   +60d (2m): $511.62,-0.4% ($335.59,-35% - $780.00,+52%)
   +90d (3m): $540.73,+5.3% ($354.63,-31% - $824.51,+61%)
   +180d (6m): $638.38,+24.3% ($418.44,-19% - $973.93,+90%)
   +365d (1y): $898.01,+74.9% ($587.78,+14% - $1.4K,+167%)
   +EOY (174d): $631.36,+22.9% ($413.85,-19% - $963.18,+88%)
   End-of-year outlook: 📈 Bullish Trend (+22.9%)
   Confidence: 77.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈32%)
   📅 Days until EOY 2025: 174 days | EOY Target: $631.36 (+22.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
CRWD - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 19.80%
Rounded target for matching: 20%
Similar historical periods found: 18
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       18       72.2%      3.22%      3.85%      7.93%       -0.10%        7.79%    -12.24%     26.40%
 14 days       18       83.3%      5.11%      5.76%      6.22%        2.66%        8.85%     -5.72%     19.39%
 30 days       18       66.7%      8.11%      5.22%     15.19%       -2.34%       12.77%    -31.08%     27.37%
 90 days       16       81.2%     23.25%     24.68%     29.39%        9.02%       40.34%    -30.86%     75.67%
180 days       15       86.7%     69.94%     62.43%     48.08%       35.81%       89.06%    -43.13%    122.97%
365 days       14       78.6%     86.31%     66.49%     57.21%       33.45%       99.52%    -51.64%    140.83%


========================================================================================================================
CRWD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 31.78%
Rounded target for matching: 32%
Similar historical periods found: 12
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       12       66.7%      3.86%      4.19%      8.15%       -0.99%        9.36%     -7.41%     20.96%
 14 days       12       50.0%     -0.30%      4.60%     12.14%       -3.11%       12.31%    -10.06%     24.79%
 30 days       12       83.3%      8.92%     10.86%     13.31%        2.41%       19.32%    -11.74%     44.36%
 90 days       12       83.3%     25.71%     30.84%     36.43%        7.69%       53.98%    -34.53%     80.05%
180 days       11       72.7%     87.26%     60.19%     73.32%       10.93%      109.45%    -48.57%    191.56%
365 days       11       63.6%     63.48%     70.90%    101.18%        2.92%      138.87%    -61.95%    241.08%


========================================================================================================================

Chart 9: EMR (Overvalued by 12.0%, Window = 750 days) | Price: $139.80 | Date: 2025-07-10 | Daily: -0.0% | MTD: +5.2% | QTD: +5.2% | YTD: +12.4%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $139.80 ($107.46,-23% - $145.09,+4%)
   +30d (1m): $127.38,-8.9% ($109.62,-22% - $148.02,+6%)
   +60d (2m): $129.95,-7.0% ($111.82,-20% - $151.01,+8%)
   +90d (3m): $132.57,-5.2% ($114.07,-18% - $154.06,+10%)
   +180d (6m): $140.74,+0.7% ($121.08,-13% - $163.60,+17%)
   +365d (1y): $159.16,+13.9% ($136.86,-2% - $185.10,+32%)
   +EOY (174d): $140.18,+0.3% ($120.60,-14% - $162.94,+17%)
   End-of-year outlook: ➡️ Sideways Trend (+0.3%)
   Confidence: 78.1% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 21 periods in chart (90d ROC≈15%)
   📅 Days until EOY 2025: 174 days | EOY Target: $140.18 (+0.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
EMR - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 24.95%
Rounded target for matching: 25%
Similar historical periods found: 21
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       21       57.1%      0.66%     -0.22%      4.31%       -2.19%        1.74%    -11.44%      7.76%
 14 days       21       57.1%      0.37%      0.76%      4.17%       -1.13%        2.66%    -10.34%      8.78%
 30 days       21       57.1%      0.76%     -0.01%      7.03%       -3.21%        3.19%    -17.11%     10.20%
 90 days       21       57.1%     12.66%      3.78%     15.74%       -3.39%       10.94%    -25.13%     23.42%
180 days       20       70.0%     18.09%     12.24%     23.21%        1.38%       23.11%    -30.08%     48.35%
365 days       20       75.0%     14.56%     18.02%     25.07%        6.28%       29.75%    -24.15%     71.19%


========================================================================================================================
EMR - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 15.46%
Rounded target for matching: 15%
Similar historical periods found: 298
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      298       42.6%     -0.54%     -0.52%      3.67%       -0.94%       -0.11%    -24.83%     11.29%
 14 days      298       46.3%     -0.38%     -0.55%      5.31%       -1.15%        0.06%    -29.51%     15.48%
 30 days      298       45.3%     -0.41%     -0.70%      7.49%       -1.55%        0.16%    -33.30%     18.03%
 90 days      298       51.7%      0.48%      1.35%     11.08%        0.08%        2.61%    -39.38%     30.84%
180 days      294       65.0%      4.17%      4.38%     15.55%        2.59%        6.16%    -46.60%     54.00%
365 days      290       70.0%     14.17%     12.54%     21.41%       10.06%       15.01%    -48.07%     78.18%


========================================================================================================================

Chart 10: DHR (Overvalued by 11.3%, Window = 252 days) | Price: $206.53 | Date: 2025-07-10 | Daily: +2.8% | MTD: +4.8% | QTD: +4.8% | YTD: -10.3%
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 252 days):
   Current: $206.53 ($167.10,-19% - $205.90,-0%)
   +30d (1m): $176.67,-14.5% ($159.11,-23% - $196.18,-5%)
   +60d (2m): $168.27,-18.5% ($151.48,-27% - $186.92,-9%)
   +90d (3m): $160.27,-22.4% ($144.21,-30% - $178.11,-14%)
   +180d (6m): $138.48,-33.0% ($124.38,-40% - $154.17,-25%)
   +365d (1y): $102.54,-50.4% ($91.61,-56% - $114.78,-44%)
   +EOY (174d): $139.83,-32.3% ($125.62,-39% - $155.66,-25%)
   End-of-year outlook: 📉 Bearish Trend (-32.3%)
   Confidence: 83.5% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 174 days | EOY Target: $139.83 (-32.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
DHR - FORWARD RETURNS ANALYSIS (ROC 42-day window)
========================================================================================================================
Current 42-day ROC: 6.18%
Rounded target for matching: 6%
Similar historical periods found: 472
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      472       54.9%      0.42%      0.60%      5.18%        0.13%        1.07%    -14.71%     62.50%
 14 days      472       53.6%      0.46%      1.00%      6.58%        0.40%        1.59%    -18.03%     62.90%
 30 days      472       58.5%      1.59%      2.31%     10.97%        1.32%        3.30%    -33.09%     68.96%
 90 days      472       74.6%      8.32%      8.70%     17.21%        7.14%       10.25%    -41.00%     91.04%
180 days      469       76.8%     12.86%     15.75%     24.04%       13.56%       17.93%    -36.09%    119.10%
365 days      453       87.0%     32.35%     35.76%     38.50%       32.21%       39.32%    -40.00%    269.70%


========================================================================================================================
DHR - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.28%
Rounded target for matching: 0%
Similar historical periods found: 333
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      333       57.4%      1.05%      0.99%      5.10%        0.44%        1.54%    -14.39%     26.32%
 14 days      333       60.7%      1.58%      1.81%      7.20%        1.03%        2.59%    -25.00%     36.84%
 30 days      333       69.1%      3.36%      4.47%     11.88%        3.19%        5.75%    -29.42%     61.90%
 90 days      333       75.4%     12.24%     12.57%     21.67%       10.23%       14.90%    -40.00%     86.32%
180 days      331       84.9%     19.54%     20.16%     23.92%       17.57%       22.74%    -45.45%     90.65%
365 days      330       79.1%     30.05%     40.52%     55.85%       34.47%       46.57%    -51.28%    279.37%


========================================================================================================================

STOCK STATISTICS:
------------------------------------------------------------
Total stock instruments analyzed: 82
Average R-squared: 0.8132
Best R-squared: 0.971607
Average annual growth: 37.9%

Valuation breakdown:
  🟡 FAIR_VALUE: 49 (59.8%) - Hold/Monitor
  🟢 UNDERVALUED: 12 (14.6%) - Buy Opportunities
  🔴 OVERVALUED: 10 (12.2%) - Sell Warnings

Optimal window distribution:
  126 days (~6m): 3 instruments (3.7%)
  189 days (~9m): 2 instruments (2.4%)
  252 days (~12m): 7 instruments (8.5%)
  378 days (~18m): 7 instruments (8.5%)
  504 days (~24m): 15 instruments (18.3%)

📊 STOCK TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 12
  🔴 High-quality overvalued warnings: 10
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued stocks with strong trends
  ⚠️  Consider reducing overvalued stock positions

========================================================================================================================
🎯 BEST INVESTMENT OPPORTUNITIES BY ASSET CLASS
========================================================================================================================

🟢 TOP 6 CRYPTO OPPORTUNITIES
----------------------------------------------------------------------------------------------------
Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    HYPE-USD         38.8%  0.832807    -97.2%     56.6  $0.000005      
2    GT-USD           28.4%  0.888528    165.9%     52.6  $16.41         
3    FTN-USD          13.5%  0.987605    133.1%     47.6  $4.45          
4    SAROS-USD        17.3%  0.912548  52243.2%     46.9  $0.233766      
5    LEO-USD          13.1%  0.886602     73.6%     43.3  $9.05          
6    BGB-USD          10.1%  0.890129    247.6%     41.7  $4.47          

🔍 CURRENCY: No high-quality undervalued opportunities found

🟢 TOP 2 FUTURES OPPORTUNITIES
----------------------------------------------------------------------------------------------------
Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    CC=F             36.1%  0.876754     85.2%     56.7  $8.1K          
2    KC=F             28.7%  0.908994     67.7%     53.6  $287.05        

🟢 TOP 1 INDICES OPPORTUNITIES
----------------------------------------------------------------------------------------------------
Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    IMOEX.ME         38.2%  0.851131     33.6%     57.0  2.2K           

🟢 TOP 10 STOCK OPPORTUNITIES
----------------------------------------------------------------------------------------------------
Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    FICO             36.3%  0.935784     76.4%     59.2  $1.6K          
2    LLY              23.9%  0.923226     49.8%     51.2  $795.63        
3    NVDA             22.6%  0.916351    148.0%     50.2  $164.01        
4    TMUS             14.7%  0.929371     45.5%     46.0  $228.55        
5    META             15.1%  0.898379     86.9%     45.0  $724.90        
6    ISRG             13.0%  0.920245     43.0%     44.6  $526.41        
7    PGR              10.5%  0.947694     36.2%     44.2  $250.41        
8    ANET             12.4%  0.906711     66.1%     43.7  $106.28        
9    NOW              12.1%  0.894234     43.7%     43.0  $983.69        
10   MNST             10.2%  0.854055     86.7%     40.3  $59.57         

========================================================================================================================
📊 OVERALL PORTFOLIO SUMMARY
========================================================================================================================
Total instruments analyzed: 231
Average trend reliability (R²): 0.7457
Best trend reliability: 0.987605

Asset distribution:
  Crypto: 90 instruments (39.0%) - Avg Growth: 5699.5%
  Stock: 82 instruments (35.5%) - Avg Growth: 37.9%
  Futures: 29 instruments (12.6%) - Avg Growth: 9.3%
  Indices: 22 instruments (9.5%) - Avg Growth: 18.4%
  Currency: 8 instruments (3.5%) - Avg Growth: 5.0%

Overall valuation summary:
  🟡 Fair Value: 91 (39.4%) - Hold/Monitor
  🔴 Overvalued: 30 (13.0%) - Sell Warnings
  🟢 Undervalued: 28 (12.1%) - Buy Opportunities

📊 Total charts displayed: UP TO 225 (ALL available per section per asset class)
💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings
📈 Chart type: Linear Regression on Log Scale with Forward Returns Analysis
🔮 New Feature: Historical pattern-based forward returns predictions

========================================================================================================================
✅ COMPREHENSIVE ANALYSIS WITH FORWARD RETURNS COMPLETE
========================================================================================================================

🎉 Enhanced analysis completed successfully!
Results stored in 'results' variable with 231 instrument analyses
📊 Charts displayed for ALL available instruments per section per asset class
💡 Total sections analyzed: Best Trends + Undervalued + Overvalued
📈 Chart type: Linear Regression on Log Scale with straight trend lines
🔮 Forward Returns: Traditional round half up ROC matching:
   • 2.5% ROC → finds all historical ~3% periods
   • 5.25% ROC → finds all historical ~5% periods
   • 9.23% ROC → finds all historical ~9% periods
   • -3.67% ROC → finds all historical ~-4% periods
🎯 Historical matches shown as green vertical lines on charts (90-day ROC)
💱 Currency pairs analyzed: EURUSD, USDJPY, GBPUSD, DXY, etc.
📊 Global indices analyzed: S&P 500, FTSE 100, DAX, Nikkei 225, etc.

🛠️  CUSTOM ANALYSIS EXAMPLES:
# Standard round half up analysis:
run_custom_forward_analysis(df, 'BTC-USD', rolling_window=30)
run_custom_forward_analysis(df, 'EURUSD=X', rolling_window=30)
run_custom_forward_analysis(df, '^GSPC', rolling_window=30)  # S&P 500

# Higher precision (round to 0.5%):
run_custom_forward_analysis(df, 'AAPL', tolerance_type='round_to_half')
run_custom_forward_analysis(df, '^FTSE', tolerance_type='round_to_half')  # FTSE 100

# Ultra precision (round to 0.25%):
run_custom_forward_analysis(df, 'NVDA', tolerance_type='round_to_quarter')
run_custom_forward_analysis(df, '^N225', tolerance_type='round_to_quarter')  # Nikkei

# Seasonal analysis (Q2 only):
run_custom_forward_analysis(df, 'ES=F', quarter=[2])
run_custom_forward_analysis(df, '^DJI', quarter=[2])  # Dow Jones

# Cycle analysis (Year 1 of 4-year cycles):
run_custom_forward_analysis(df, 'DX-Y.NYB', cycle_year=['Year1'])
run_custom_forward_analysis(df, '^GDAXI', cycle_year=['Year1'])  # DAX
================================================================================
Analyzing symbols: BTC-USD, ^GSPC, ^IXIC, DX-Y.NYB, ZN=F, GC=F
Filtered data: 68478 rows

=== EXAMPLE 1: YTD Analysis - Y1 (Post-Election Years) Only ===

Processing BTC-USD...
    Using YTD analysis: 2025-01-01 to 2025-07-10
    Period length: 191 trading days
    Historical data available: 3759 days
  Average projection calculated from 3 periods
Found 3 correlated periods for BTC-USD
  1. 2022-09-14 (r = 0.863) Y2
  2. 2016-06-14 (r = 0.818) Y4
  3. 2023-06-24 (r = 0.818) Y3
No description has been provided for this image
Processing DX-Y.NYB...
    Using YTD analysis: 2025-01-01 to 2025-07-10
    Period length: 131 trading days
    Historical data available: 13715 days
  Average projection calculated from 3 periods
Found 3 correlated periods for DX-Y.NYB
  1. 1977-09-01 (r = 0.968) Y1
  2. 1971-06-10 (r = 0.968) Y3
  3. 1971-10-05 (r = 0.965) Y3
No description has been provided for this image
Processing GC=F...
    Using YTD analysis: 2025-01-01 to 2025-07-10
    Period length: 131 trading days
    Historical data available: 6106 days
  Average projection calculated from 3 periods
Found 3 correlated periods for GC=F
  1. 2019-04-25 (r = 0.944) Y3
  2. 2010-07-07 (r = 0.937) Y2
  3. 2011-01-06 (r = 0.935) Y3
No description has been provided for this image
Processing ZN=F...
    Using YTD analysis: 2025-01-01 to 2025-07-10
    Period length: 131 trading days
    Historical data available: 6096 days
  Average projection calculated from 3 periods
Found 3 correlated periods for ZN=F
  1. 2020-01-09 (r = 0.836) Y4
  2. 2011-06-13 (r = 0.835) Y3
  3. 2012-03-15 (r = 0.829) Y4
No description has been provided for this image
Processing ^GSPC...
    Using YTD analysis: 2025-01-01 to 2025-07-10
    Period length: 129 trading days
    Historical data available: 24367 days
  Average projection calculated from 3 periods
Found 3 correlated periods for ^GSPC
  1. 2008-11-25 (r = 0.877) Y4
  2. 1967-11-30 (r = 0.874) Y3
  3. 1980-01-07 (r = 0.849) Y4
No description has been provided for this image
Processing ^IXIC...
    Using YTD analysis: 2025-01-01 to 2025-07-10
    Period length: 129 trading days
    Historical data available: 13593 days
  Average projection calculated from 3 periods
Found 3 correlated periods for ^IXIC
  1. 2005-01-13 (r = 0.914) Y1
  2. 1980-01-14 (r = 0.885) Y4
  3. 1997-01-02 (r = 0.865) Y1
No description has been provided for this image
=== EXAMPLE 3: Rolling 365-Day Analysis - Y1 & Y3 Only ===

Processing BTC-USD...
    Using rolling 365-day analysis: 2024-07-11 to 2025-07-10
    Period length: 365 trading days
    Historical data available: 3585 days
    Presidential cycle filter applied: showing only Y[1]
    Results before filter: 189, after filter: 0
No description has been provided for this image
Processing DX-Y.NYB...
    Using rolling 365-day analysis: 2024-01-29 to 2025-07-10
    Period length: 365 trading days
    Historical data available: 13481 days
    Presidential cycle filter applied: showing only Y[1]
    Results before filter: 37, after filter: 22
Found 1 correlated periods for DX-Y.NYB
  1. 2001-03-09 (r = 0.839) Y1
No description has been provided for this image
Processing GC=F...
    Using rolling 365-day analysis: 2024-01-29 to 2025-07-10
    Period length: 365 trading days
    Historical data available: 5872 days
    Presidential cycle filter applied: showing only Y[1]
    Results before filter: 1824, after filter: 592
Found 1 correlated periods for GC=F
  1. 2009-08-13 (r = 0.960) Y1
No description has been provided for this image
Processing ZN=F...
    Using rolling 365-day analysis: 2024-01-29 to 2025-07-10
    Period length: 365 trading days
    Historical data available: 5862 days
    Presidential cycle filter applied: showing only Y[1]
    Results before filter: 0, after filter: 0
No description has been provided for this image
Processing ^GSPC...
    Using rolling 365-day analysis: 2024-01-25 to 2025-07-10
    Period length: 365 trading days
    Historical data available: 24131 days
    Presidential cycle filter applied: showing only Y[1]
    Results before filter: 1634, after filter: 321
Found 1 correlated periods for ^GSPC
  1. 1997-06-30 (r = 0.897) Y1
No description has been provided for this image
Processing ^IXIC...
    Using rolling 365-day analysis: 2024-01-25 to 2025-07-10
    Period length: 365 trading days
    Historical data available: 13357 days
    Presidential cycle filter applied: showing only Y[1]
    Results before filter: 227, after filter: 101
Found 1 correlated periods for ^IXIC
  1. 1977-09-22 (r = 0.839) Y1
No description has been provided for this image
Analysis completed for all examples!